This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

The Bayesian methods depart from the Howard method in how releases are estimated. The Howard methods assume that the species composition of the harvests are equal to the species composition of released fish, which is clearly contraindicated in the logbook data. For instance, logbook data demonstrates that yelloweye have been retained at high levels up until restrictions were enacted in recent years, whereas pelagic rockfish were released in significant numbers in the past with retention increasing in recent years as they have become more prized by anglers. Recent prohibition on retaining yelloweye in Southeast Alaska highlights the shortcomings of the original Howard assumptions as the species composition of the harvest would indicate that no yelloweye were caught and released during the closure.

The Howard method for estimating releases for private anglers also relied on an expansion of the logbook release estimates based on the ratio of private:guided releases of all rockfish in the SWHS. In addition to the faulty assumptions about species composition, this method ignores potential bias in SWHS estimates of harvests and releases or at least assumes that the bias in release and harvests are the same. As demonstrated in Figure 1, the bias in those two quantities appears to be quite different based on the logbook data. The Bayesian model thus attempts to estimate release probabilities based on the logbook data coupled with bias corrected estimates from the SWHS.

Lastly, the Howard methods were only used on data beginning in 1999 with the advent of the logbook program and estimates of harvests and releases prior to that have been based on linear ramps from 1999 back to the perceived start of the fishery. The Bayesian methods allow us to expand the time series back to 1977 when the SWHS was implemented by leveraging regional data trends in species composition and the proportion of caught rockfish harvested by species and/or species complex. Key advantages of the Bayesian approach are highlighted in table 1.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Data

Harvest data was available for 22 commercial fishing management areas in Southcentral and Southeast Alaska. Areas with negligible rockfish harvest were pooled with adjacent areas for analysis. Specifically the Aleutian and Bering areas were pooled into an area labeled BSAI; the IBS and EKYT were pooled into an area labeled EKYKT; the Southeast, Southwest, SAKPEN and Chignik areas were pooled into an area labeled SOKO2PEN and the Westside and Mainland areas were pooled into an area labeled WKMA.

Stateside Harvest Survey (SWHS)

Statewide harvest survey estimates of rockfish catch and harvest are available for 28 years (1996-2023) for all users and for 13 years (2011-2023) for guided anglers (Figure 0). Additionally, there are overall harvest estimates from 1977- 1995 and release estimates from 1990-1995 that required some partitioning to ascribe to current management units. Harvests in unknown areas were apportioned based on harvest proportions in 1996. Variance estimates are not available for pre-1996 data and as such, the maximum observed coefficient of variation (cv) in each commercial fisheries management unit was applied to the pre-1996 values.

**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


SWHS estimates are believed to be biased to some degree. These modelling efforts aim to estimate and correct for that bias with the assumption that logbook records are a census of guided harvests and releases.

SWHS Rockfish release estimates are inferred from the difference between catch and harvest estimates.

Adam noted that the first 5 years (23 years counting the historical data) in the SWHS data set for PWSO seem unreasonable (close to zero and not corroborated with logbook estimates). Adam recommended setting these harvests to unknown, but current model development has included the data. Once a satisfactory model has been identified we will exam the effects of censoring the PWSO data.

Creel Surveys

NA

Guide Logbooks

Sport fishing guides have been required to report their harvest of rockfish for 26 years (1998-2023). Reported harvest is also available by assemblage (pelagic vs. non-pelagic). Harvest of yelloweye and “other” (non-pelagic, non-yelloweye) rockfish were reported separately beginning in 2006.

Logbooks also record the number of rockfish released for the same categories. However, the reliability of the release data is somewhat questionable as reported releases are generally far lower than that estimated by the SWHS. As such several treatments of the data are considered.

Logbook versus SWHS estimates

Estimates of guided harvests and releases from the SWHS do not align with the census from charter logbooks. Logbook harvest reports are generally considered reliable and are used to assess the bias in SWHS reports. However, there is even greater disparity between release estimates in the two sources and it is debatable whether logbook releases should be treated as a census. The Howard et al. (2020) methods do treat the logbook release data as “true” and thus are considerably less than would be estimated from the SWHS data.

**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


A note on model development

To evaluate the discrepancy in apparent bias in harvest and release data, several models were explored to estimate releases during model development. One method (\(LB_{fit}\)) considers the logbook release data to be reliable and a second method (\(LB_{cens}\)) treated the logbook release data as estimates of the minimum released, thus giving more weight to SWHS release estimates. A third method (\(LB_{hyb}\)) is a hybrid approach that treats reported releases of yelloweye as reliable but total rockfish and pelagic rockfish releases as minimums. Model development revealed a tension between the total and pelagic logbook releases and the yelloweye logbook releases. This tensions eventually highlighted the different release/retention probabilities between yelloweye and pelagics in the logbook data and prompted the current approach whereby that probability was calculated for the three main species complexes covered in the data: pelagics, yelloweye, and “other”. The methods described here follow the (\(LB_{fit}\)) formulation. Based on model behavior it is unlikely that the (\(LB_{cens}\)) model would work as there would not be enough data to estimate release probabilities. However, it may be worth running the (\(LB_{hyb}\)) approach as a sensitivity test at the very least.

Composition data

Harvest sampling data exists from Gulf of Alaska areas since 1996 and from Southeast Alaska areas since 2006. Port sampling data is comprised of the number of total rockfish, pelagic and non-pelagic rockfish, black rockfish and yelloweye rockfish. In Southeast Alaska, the number of Demersal Shelf Rockfish (DSR, of which yelloweye are one species) and slope rockfish are also recorded.

Process equations

The true harvest \(H_{ay}\) of rockfish for area \(a\) during year \(y\) is assumed to follow a temporal trend defined by a penalized spline:

\[\begin{equation} \textrm{log}(H_{ay})~\sim~\textrm{Normal}(f(a,y), {\sigma_H}) \end{equation}\]

where \(f(a,y)\) in a p-spline basis with 7 components (knots) and a second degree penalty. The variance, \(\sigma_H\), was given a normal prior with a mean and standard deviation of 0.25 and 1, respectively.

Charter and private harvest \(H_{ayu}\) (where u = 1 for charter anglers and u = 2 for private anglers) is a fraction of total annual harvest in each area:

\[\begin{equation} H_{ay1}~=~H_{ay}P_{(user)ay1}\\H_{ay2}~=~H_{ay}(1-P_{(user)ay1}) \end{equation}\]

where \(P_{(user)ay1}\) is the fraction of the annual harvest in each area taken by charter anglers. \(P_{(user)ay1}\) was modeled hierarchically across years as:

\[\begin{equation} P_{(user)ay1}~\sim~\textrm{beta}(\lambda1_a, \lambda2_a) \end{equation}\]

with non-informative priors on both parameters.

Annual black rockfish harvest \(H_{(black)ayu}\) for each area and user group is:

\[\begin{equation} H_{(black)ayu}~=~H_{ayu}P_{(pelagic)ayu}P_{(black|pelagic)ayu} \end{equation}\]

where \(P_{(pelagic)ayu}\) is the fraction of the annual harvest for each area and user group that was pelagic rockfish and \(P_{(black|pelagic)ayu}\) is the fraction of the annual harvest of pelagic rockfish for each area and user group that was black rockfish.

The southeast region also tracks two other non-pelagic rockfish assemblages, demersal shelf rockfish (DSR, which includes yelloweye) and slope rockfish. For the southeast region the harvest of those two assemblages is thus

\[\begin{equation} H_{(DSR)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(DSR|non-pelagic)ayu}\\ H_{(slope)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(slope|non-pelagic)ayu}\\ \end{equation}\]

where \(P_{(DSR|non-pelagic)ayu}\) and \(P_{(slope|non-pelagic)ayu}\) are the fractions of the annual harvest of non-pelagic rockfish for each area and user group that were DSR and slope rockfish, respectively.

Annual yelloweye rockfish harvest \(H_{(yelloweye)ayu}\) for each area and user group is calculated differently for central/Kodiak areas and southeast areas. For central and Kodiak areas yelloweye rockfish harvests are calculated as

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(yelloweye|non-pelagic)ayu} \end{equation}\]

where \(P_{(yellow|non-pelagic)ayu}\) is the fraction of the annual harvest of non-pelagic rockfish for each area and user group that was yelloweye rockfish.

For southeast areas yelloweye harvests are a fraction of the DSR harvests such that

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{(DSR)ayu}P_{(yelloweye|DSR)ayu} \end{equation}\]

The composition parameters \(P_{(comp)ayu}\), were modeled using a logistic curve that would allow hindcasting without extrapolating beyond the limit of observed values such that:

\[\begin{equation} \textrm{logit}(P_{(comp)ayu})~=~\beta0_{(comp)ayu} + \frac{\beta1_{(comp)ayu}}{(1 + exp(\beta2_{(comp)ayu}*(y - \beta3_{(comp)ayu})))} + \beta4_{(comp)ayu}*I(u=private)+re_{(comp)ayu} \end{equation}\]

where the \(\beta\) parameters define the intercept, scaling factor, slope, inflection point and private angler effect, respectively, \(y\) is the year index, \(I(u=private)\) is an index variable which is 1 when the user groups is private and 0 otherwise and \(re_{(comp)ayu}\) is a random effect with a non-informative prior. \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernible change in composition over the observed time period. \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was used for hindcasting.

The true number of released rockfish \(R_{ayu}\) were based on the proportion of the total catch harvested, \(pH_{(comp)ayu}\), by area, year, user group and species grouping. Because release data from the SWHS is for all rockfish and the release data from logbooks is only subdivided into pelagics, yelloweye and “other” (non-pelagic, non-yelloweye), we only estimated \(pH_{(comp)ayu}\) for those categories. Thus, converting \(H_{(comp)ayu}\) to total catches by user group, \(C_{(comp)ayu}\), with \(pH_{(comp)ayu}\) results in estimates of total releases such that

\[\begin{equation} R_{(comp)ayu}~=~ C_{(comp)ayu} - H_{(comp)ayu} ~=~ \frac{H_{(comp)ayu}}{pH_{(comp)ayu}} - H_{(comp)ayu} \end{equation}\]

with total releases equal to the sum of the compositional releases. For non-yelloweye DSR and Slope rockfish assemblages in Southeast Alaska \(R_{(DSR)ayu}\) and \(R_{(slope)ayu}\) were estimated from \(R_{(other)ayu}\) using the species composition data from the harvest, thus assuming that slope and DSR assemblages were caught and released at the same rates.

The proportion harvest parameters for \(pH_{(comp)ayu}\) were modeled using a logistic curve that would allow hindcasting based on trends in the data without extrapolating beyond the range of observed values such that

\[\begin{equation} \textrm{logit}(pH_{(pH)ayuc})~=~\beta0_{(pH)ayu} + \frac{\beta1_{(pH)ayuc}}{(1 + exp(\beta2_{(pH)ayuc}*(y - \beta3_{(pH)ayuc})))} + \beta4_{(pH)ayuc}*I(u=private)+re_{(pH)ayuc} \end{equation}\]

A random effect term allowed estimation during the historical period when data is available, but the curve defined by the above equation determined release estimates between 1977 and 1990. As with the compositional trends, \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernable change in harvest probability over the observed time period, \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was applied.

Release mortality (i.e., the number of released rockfish expected to die) was calculated assuming fixed mortality rates developed in each of the regions. Deep water release (DWR) devices were mandated for charter fleets in 2013 and rates were derived from CITATION. Southeast applies basic rates estimated in these studies while Southcentral and Kodiak rates were derived by using historical depth-of-release data to adjust the rates based on area and user group.

The total number of mortalities by year, area, user and species/species assemblage in numbers was calculated by summing harvests and release mortality such that

\[\begin{equation} M_{(comp)ayu}~=~ H_{(comp)ayu} + m_{R-(comp)ayu} * R_{(comp)ayu} \end{equation}\]

where \(m_{R-(comp)ayu}\) is the release mortality rate by year, area, user and species (Figure XX).

Total removals in biomass were converted using the average weight of fish from port sampling?. A minimum sample size per year of X fish was used as the cutoff for including in the data set. Weights were modeled hierarchically to estimate weights in years when data was missing. The total biomass of removals by year, area, user and species was thus

\[\begin{equation} B_{(comp)ayu}~=~ \overline{wt}_{(comp)ayu} * M_{(comp)ayu} \end{equation}\]

where \(\overline{wt}_{(comp)ayu}\) is the mean weight by species, area, user and year.

Observation equations

SWHS estimates of annual rockfish harvest \(\widehat{SWHS}_H{ay}\) were assumed to index true harvest:

\[\begin{equation} \widehat{SWHS}_H{ay}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay}b_{ay}), \sigma_{SWHSHay}^2\right) \end{equation}\]

where bias in the SWHS harvest estimates \(b_H{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_H{ay}~\sim~\textrm{Normal}(\mu_H{(b)a}, \sigma_H{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

SWHS estimates of guided angler harvest \(\widehat{SWHS}_H{ay1}\) are related to total harvest by:

\[\begin{equation} \widehat{SWHS}_H{ay1}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay1}b_{ay}), \sigma_{SWHS_{ay1}}^2\right) \end{equation}\]

Reported guide logbook harvest \(\widehat{LB}_H{ay}\) is related to true harvest as:

\[\begin{equation} \widehat{LB}_H{ay}~\sim~\textrm{Poisson}(H_{ay1})\\ \widehat{LB}_H{(pelagic)ay}~\sim~\textrm{Poisson}(H_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_H{(yelloweye)ay}~\sim~\textrm{Poisson}(H_{(yelloweye)ay1})\\ \widehat{LB}_H{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(H_{(nonpel,nonye)ay1})\\ \end{equation}\]

Note that for central and Kodiak areas \(H_{(nonpel,nonye)ay1}\) is equal to the total harvest minus pelagic and yelloweye harvests. For southeast areas \(H_{(nonpel,nonye)ay1}\) is equal to the sum of the DSR and slope harvests minus yelloweye harvests.

SWHS estimates of annual rockfish releases \(\widehat{SWHS}_R{ay}\) were assumed to index true releases in a similar fashion and thus modeled similarly. As such, the release data are related to true releases just as harvests were modeled such that:

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{Poisson}(R_{ay1})\\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{Poisson}(R_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Because logbook release data is more questionable and demonstrates greater disagreement with SWHS estimates (Figure 1), a second approaches was considered that loosened the assumption that logbook releases were a census. Methods explored to develope \(LB_{hyb}\) and \(LB_{cens}\) models are detailed at the end of this section.

SWHS estimates of guided angler release \(\widehat{SWHS}_R{ay1}\) is modeled the same as harvests.

SWHS release bias was modeled independently of the harvest bias \(b_H{ay}\) such that

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

where bias in the SWHS release estimates \(b_R{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

The number of pelagic rockfish sampled in harvest sampling programs \(x_{(pelagic)ayu}\) follow a binomial distribution:

\[\begin{equation} x_{(pelagic)ayu}~\sim~\textrm{Binomial}(P_{(pelagic)ayu}, N_{ayu}) \end{equation}\]

where \(N_{ayu}\) is the total number of rockfish sampled in area \(a\) during year \(y\) form user group \(u\). The number of black rockfish sampled in harvest sampling programs was thus a proportion of the pelagic harvests

\[\begin{equation} x_{(black)ayu}~\sim~\textrm{Binomial}(P_{(black)ayu}, N_{ayu}^{pel}) \end{equation}\]

Yelloweye rockfish in Southcentral and Kodiak were modeled similarly as a proportion of the total number of non-pelagics such that

\[\begin{equation} x_{(yellow_{R2})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R2})ayu}, N_{ayu}^{nonpel}) \end{equation}\]

Southeast areas have several other non-pelagic groupings such that DSR and slope rockfish are a proportion of non-pelagics

\[\begin{equation} x_{(DSR)ayu}~\sim~\textrm{Binomial}(P_{(DSR)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

and

\[\begin{equation} x_{(slope)ayu}~\sim~\textrm{Binomial}(P_{(slope)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

with yelloweye in southeast a proportion of the DSR harvest

\[\begin{equation} x_{(yellow_{R1})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R1})ayu}, N_{ayu}^{DSR}). \end{equation}\].

Kodiak has limited port sampling beyond the main harbors but has a robust hydroacoustic survey that is used to quantify black rockfish abundance across the management area and uses stereocameras to derive species compositions of the hydroacoustic data. This data was used as supplementary data to further inform the model to the proportion of pelagic rockfish that are black in Kodiak areas. Angler landings in Kodiak show a higher proportion of black rockfish relative to the hydroacoustic survey and thus the proportion of black rockfish in the hydroacoustic sample related to the true proportion such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ P_{(black|pelagic)ayu} + ae_{au} \end{equation}\].

where \(ae_{au}\) is the angler effect for each area and user group modeled hierarchically around a mean of 0. Predicted \(P_{(black|pelagic)ayu}^{HA}\) assumed a beta distribution such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ beta(\alpha_{HA},\beta_{HA}) \end{equation}\]

where

\[\begin{equation} \alpha_{HA} ~=~ (P_{(black|pelagic)ayu}^{HA})^2 * \frac{1 - P_{(black|pelagic)ayu}^{HA}}{\frac{var_{P_{HA}}-1}{P_{(black|pelagic)ayu}^{HA}}}, \end{equation}\]

\[\begin{equation} \beta_{HA} ~=~ (\alpha_{HA}) * \frac{1}{P_{(black|pelagic)ayu}^{HA} - 1}, \end{equation}\]

\[\begin{equation} var_{P_{HA}} ~=~ (P_{(black|pelagic)ayu}^{HA} * cvP_{(black|pelagic)ayu}^{HA})^2 \end{equation}\]

where \(cvP_{(black|pelagic)ayu}^{HA}\) is the coefficient of variation for the hydroacoustic proportions

\[\begin{equation} cvP_{(black|pelagic)ayu}^{HA} ~=~ \frac{\sqrt{varP_{(black|pelagic)ayu}^{HA}}}{P_{(black|pelagic)ayu}^{HA}} \end{equation}\]

and the variance is approximated using the XXXX method as

\[\begin{equation} varP_{(black|pelagic)ayu}^{HA} ~=~ (\frac{1}{n_{pel}})^2 * varN_{black} + (\frac{n_{black}}{n_{pel}^2}) * varN_{pel} \end{equation}\]

where \(varN_{black}\) and \(varN_{black}\) are the variance of the estimated number of black and pelagic rockfish in the hydroacoustic survey, respectively (CITATION).

The average weight of rockfish by species, user, area and year was modeled hierarchically at several levels within regions such that

\[\begin{equation} wt_{(comp)ayu} ~\sim~ Normal(wt_{(comp)au},\sigma_{wt_{(comp)au}}) ~\sim~ Normal(wt_{(comp)a},\sigma_{wt_{(comp)a}}) ~\sim~ Normal(wt_{(comp)region},\sigma_{wt_{(comp)region}}) \end{equation}\]

where region refers to Kodiak, Southcentral and Southeast. Mean weights and variance were calculated as XXX.

Alternative likelihoods for release estimates

To loosen the assumption that logbook release data are an effective census of true releases I explored models that treated logbook release estimates as a lower bound on the estimate of true releases. In a hybrid approach yelloweye and non-pelagic releases are regarded as a reliable census (given the emphasis and ease of recording these fish) but censors the pelagic and total rockfish release estimates (where censoring implies NA values) such that

\[\begin{equation} \text{censored} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), 1\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \text{censored} \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), 1\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

This model formulation failed such that there was not enough data to inform pelagic releases and the values did not seem valid. A second approach is being explored that fits the censored data using a lognormal distribution centered around the logbook release value, but also with a lower bound equal to the number of recorded releases such that

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Logbook data is assumed to be a census and as such there is no estimate of uncertainty. As of this writing, several methods are being examined for how to treat \(\sigma_{Ray1}^2\). Models are being run that attempt to allow the model to estimate \(\sigma_{Ray1}^2\) with priors. A simple model applies a uniform prior (0.1,50) to \(\sigma_{Ray1}^2\). A hierarchichal approach based on regions is also being examined whereby \(\sigma_{Ray1}^2\) is lognormally distributed around hyper priors \(\mu_{\sigma_R}\) and \(\sigma_{\sigma_R}\). Initial efforts have applied a uniform prior on \(\mu_{\sigma_R}\) between 1 and 50 and on \(\sigma_{\sigma_R}\) between 0 and 10.

Priors.

Priors range from uninformative to very informative or fixed. Priors for compositional logistic parameters are in Table 2 and proportion harvest logistic parameters are in Table 3. Until I figure out how to make a nice table in Rmarkdown, please refer to the attached spreadsheet and comp and harvp tabs.

Unresolved issues and outstanding questions:

  1. Reliability of unguided release estimates: These estimates have the least information feeding them and rely on the bias-corrected SWHS release estimates of all rockfish and the trends in release probability evident in the logbook data. The \(\beta4\) term that estimates the guided/unguided effect was given a very informative prior that tied the release probability of private anglers tightly to that of the charter fleet. The model is then trying to balance the three species complex estimates (pelagic, yelloweye and other) so that they sum to the total unguided releases estimated from the bias corrected SWHS data. For the most part this seems reasonable and appears to work, but there are certain areas where the estimates are “wonky”:

    1. Total rockfish releases more or less align with the total releases estimated with the Howard methods. Presumably, much of the discrepancy results from the substantial bias in release estimates from the SWHS. Interestingly, the logbook data indicates that the SWHS underestimates harvests but overestimates releases by a significant factor (Figure 23 and 24 below).
    2. In general, release estimates of black rockfish are substantially lower than those calculated using the Howard methods. Presumably, much of this derives from the bias correction of the SWHS release estimates.
    3. Yelloweye release estimates also differ considerably from the Howard estimates, but unlike black rockfish are sometimes lower and sometimes higher. Two areas in particular are a little head scratching. Yelloweye releases in the Kodiak Northeast area in particular are significantly lower than for guided anglers with the same pattern evident in Cook Inlet to a lesser extent. Cook Inlet yelloweye numbers are very small, so this is a sample size issue with little consequence. The cause of the Kodiak northeast estimates is not clear to me at this point, but the model estimates the proportion harvested by unguided anglers to be much lower than that of guided anglers, even with the informative prior on \(\beta4\). This must be a product of the bias corrected SWHS release estimates and how the model is partitioning that estimate into the 3 species complexes, but itis a bit a of head scratcher.

  2. Proportion guided estimates: There is not much data on this proportion prior to 2011 and it is not modeled with any sort of trend as was done for species composition and harvest proportions. With the exception of Cook Inlet and North Gulf Coast areas, there is little, if any, trend apparent in the data and perhaps this approach is the best available given the data available. However, if there are data sources somewhere that could inform this part of the model they could be incorporated.

  3. Prior choices in general need to be vetted. The priors on the logistic curves are fairly informed in an effort to achieve the desired shapes for hindcasting. Ideally, sensitivity testing would occur but the model is very slow to converge. The beta parameters on the logistic curves have required a lot of work on the priors to reach convergence.

  4. Proportion harvest estimates for non-pelagic, non-yelloweye in Kodiak WKMA: I need to adjust the prior on the inflection point, \(\beta3\), so that it is forced to occur after 2006. Right now the model is estimating inflection in two Kodiak areas before that point where there is no data to justify a shift. The current inflection is a result of the hierachichal model.

  5. Proportion pelagic in PWS and CSEO: The parameters for these particular proportions are very slow to converge. For the CSEO, the estimates of the \(\beta\) parameters are similar to the other Southeast areas, but the mixing is poor over the length of the chains. In this case I think they will ultimately converge with a very long model run and the shape of the curve in the model output looks acceptable. For the two PWS areas the model seems to struggle with the disparate proportional data from the logbook and the port sampling. There is some wandering in the chains of the \(\beta0\) and \(\beta1\) terms and spikiness in the \(\beta2\) terms. I’ve been working on constraining the hyperpriors for PWS \(beta2\). Similar to CSEO, it may just entail a very long model run to reach convergence, but the shape of the curves looks reasonable.

Next steps:

Once the model is finalized, harvest and release numbers need to be converted into biomass removals. This is a two step process where release mortality estimates are applied to the release estimates to estimate the number of released rockfish that do not survive. This is based on studies and will reflect the values that the department has been using with the Howard methods. Region 2 (both Southcentral and Kodiak) have release-at-depth estimates from a number of years that they apply across all years and then calculate mortality rates based on those estiates. Southease does not have release-at-depth data and simply applies an assumed rate based on research.

Once release mortality is calculated average weight data is applied to convert numbers to biomass. The plan is to incorporate all of this into the model to propogate uncertainty into the posteriors. However, the model already takes a long time to run and I may explore a simpler approach using the posteriors from the numbers model to speed up processing.

Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species. 


## NULL


## NULL

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

**Figure 35.**- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.



Weight Fits

**Figure 36.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


### Summary of unconverged parameters:

Table X. Unconverged parameters.

variable

Freq

beta1_pH

1

beta2_pH

1

beta4_pelagic

2

H_ayu

1

Hb_ayu

1

Ho_ay

4

Ho_ayg

3

Ho_ayu

10

Hp_ayu

1

Hy_ay

1

Hy_ayg

1

Hy_ayu

3

p_dsr

4

R_ay

39

R_ayg

9

R_ayu

42

Rb_ay

34

Rb_ayg

8

Rb_ayu

37

Rd_ay

7

Rd_ayu

7

Rdnye_ay

2

Rdnye_ayg

1

Rdnye_ayu

4

Ro_ay

37

Ro_ayg

18

Ro_ayu

49

Rp_ay

33

Rp_ayg

8

Rp_ayu

36

Rs_ay

5

Rs_ayg

1

Rs_ayu

12

Ry_ay

31

Ry_ayg

4

Ry_ayu

47

tau_beta5_yellow_kod

1

parameter

mean

median

Rhat

beta1_pH[3,1]

2.984

2.739

1.146

beta2_pH[10,3]

1.033

0.327

1.144

beta3_pH[8,3]

41.554

41.582

1.103

beta4_pelagic[6]

0.908

0.975

1.159

beta4_pelagic[7]

1.213

1.048

1.122

tau_beta5_yellow_kod

0.631

0.475

1.123

p_dsr[12,46,1]

1.000

1.000

1.114

p_dsr[12,44,2]

1.000

1.000

1.111

p_dsr[12,45,2]

1.000

1.000

1.166

p_dsr[12,47,2]

1.000

1.000

1.121

lambda_H[15]

0.026

0.017

1.104

H_ayu[8,1]

8.191

5.511

1.132

Hp_ayu[8,1]

6.041

3.991

1.128

Hb_ayu[8,1]

3.918

2.509

1.121

Hy_ayg[8,1]

3.157

1.878

1.151

Hy_ayu[9,4]

0.007

0.001

1.237

Hy_ayu[9,8]

0.002

0.000

1.138

Hy_ayu[12,11]

0.803

0.485

1.128

Hy_ay[8,1]

5.113

3.371

1.144

Ho_ayg[8,1]

1.313

0.746

1.143

Ho_ayg[4,12]

0.290

0.157

1.136

Ho_ayg[6,14]

20.310

10.359

1.116

Ho_ayu[8,1]

0.193

0.078

1.135

Ho_ayu[5,4]

0.591

0.039

1.139

Ho_ayu[5,6]

3.237

0.240

1.181

Ho_ayu[9,11]

0.001

0.000

1.104

Ho_ayu[9,16]

0.002

0.000

1.120

Ho_ayu[9,18]

0.004

0.000

1.119

Ho_ayu[5,20]

18.716

1.348

1.139

Ho_ayu[9,20]

0.033

0.002

1.208

Ho_ayu[9,21]

0.029

0.002

1.122

Ho_ayu[9,26]

0.162

0.013

1.106

Ho_ayu[9,35]

0.877

0.076

1.142

Ho_ayu[9,45]

0.769

0.040

1.163

Ho_ay[8,1]

1.506

0.880

1.159

Ho_ay[5,4]

0.700

0.126

1.130

Ho_ay[5,6]

3.832

0.730

1.178

Ho_ay[4,12]

0.360

0.211

1.107

Ho_ay[5,20]

21.799

4.283

1.136

R_ay[2,1]

11,595.807

9,001.593

1.114

R_ay[5,1]

65.197

15.593

1.173

R_ay[6,1]

81,276,262.864

1,084.801

1.286

R_ay[2,2]

13,737.228

10,595.344

1.102

R_ay[6,2]

9,158,143.216

1,290.700

1.104

R_ay[6,3]

3,582,222.934

1,255.004

1.282

R_ay[5,4]

129.536

9.846

1.282

R_ay[6,4]

51,795,370.417

1,212.153

1.280

R_ay[9,4]

47.511

29.693

1.233

R_ay[5,5]

231.654

23.902

1.131

R_ay[6,5]

27,404,624.173

1,925.209

1.284

R_ay[5,6]

321.455

55.842

1.217

R_ay[6,6]

34,303,804.154

1,963.811

1.291

R_ay[10,6]

6,630.421

5,633.920

1.100

R_ay[5,7]

193.916

33.283

1.276

R_ay[6,7]

4,198,167.902

2,138.617

1.280

R_ay[5,8]

426.867

105.731

1.106

R_ay[6,8]

17,382,483.029

2,635.692

1.291

R_ay[5,9]

121.093

22.565

1.286

R_ay[5,10]

456.889

107.181

1.227

R_ay[6,10]

6,569,100.559

3,206.149

1.291

R_ay[5,11]

438.076

66.546

1.106

R_ay[6,11]

2,891,541.485

3,389.912

1.244

R_ay[5,12]

187.967

34.982

1.237

R_ay[6,12]

24,960,305.915

3,805.199

1.115

R_ay[5,13]

479.873

145.855

1.164

R_ay[6,13]

43,267,711.860

3,308.766

1.291

R_ay[9,13]

11.731

7.804

1.132

R_ay[5,14]

2,251.581

404.029

1.282

R_ay[6,14]

3,663,602.144

3,595.644

1.272

R_ay[6,15]

401,654.889

3,725.487

1.184

R_ay[5,16]

789.380

250.430

1.203

R_ay[6,16]

962,953.340

4,096.170

1.276

R_ay[6,17]

473,461.039

4,083.158

1.272

R_ay[5,18]

580.137

146.620

1.277

R_ay[6,18]

176,672.896

3,968.296

1.215

R_ay[5,19]

916.988

311.620

1.156

R_ay[6,21]

44,313.701

4,034.202

1.115

R_ay[6,26]

5,857.877

2,854.887

1.155

R_ay[12,44]

1,761.448

1,517.775

1.147

R_ay[14,45]

2,926.741

2,688.130

1.108

R_ay[16,45]

6,245.482

5,384.856

1.154

R_ay[16,46]

11,120.713

4,478.250

1.287

R_ay[12,47]

54,323.371

2,882.305

1.238

R_ay[16,47]

98,288.916

4,970.282

1.282

R_ayg[5,1]

10.469

2.371

1.133

R_ayg[5,3]

9.516

2.847

1.175

R_ayg[5,4]

6.557

1.470

1.220

R_ayg[10,6]

3,842.181

3,062.718

1.152

R_ayg[5,7]

16.815

5.388

1.115

R_ayg[5,9]

15.095

3.616

1.284

R_ayg[5,11]

32.660

10.221

1.138

R_ayg[5,13]

80.017

22.061

1.163

R_ayg[5,16]

109.426

37.631

1.193

R_ayu[5,1]

54.729

11.206

1.180

R_ayu[6,1]

81,276,052.529

876.287

1.286

R_ayu[6,2]

9,157,920.513

1,042.197

1.104

R_ayu[9,2]

50.288

12.623

1.124

R_ayu[6,3]

3,581,991.854

1,030.492

1.282

R_ayu[5,4]

122.979

6.879

1.283

R_ayu[6,4]

51,795,162.294

1,003.665

1.280

R_ayu[9,4]

11.597

2.422

1.268

R_ayu[5,5]

217.625

16.448

1.132

R_ayu[6,5]

27,404,301.285

1,599.478

1.284

R_ayu[5,6]

288.777

40.172

1.218

R_ayu[6,6]

34,303,482.594

1,662.318

1.291

R_ayu[5,7]

177.101

24.327

1.277

R_ayu[6,7]

4,197,817.479

1,810.198

1.280

R_ayu[5,8]

369.424

73.686

1.104

R_ayu[6,8]

17,382,045.072

2,209.441

1.291

R_ayu[9,8]

2.570

0.722

1.131

R_ayu[5,9]

105.998

16.457

1.286

R_ayu[5,10]

407.213

75.153

1.229

R_ayu[6,10]

6,568,562.987

2,695.754

1.291

R_ayu[5,11]

405.416

48.398

1.107

R_ayu[6,11]

2,890,954.551

2,853.321

1.244

R_ayu[9,11]

2.391

0.560

1.132

R_ayu[5,12]

169.501

24.610

1.238

R_ayu[6,12]

24,959,679.070

3,255.628

1.115

R_ayu[5,13]

399.856

103.552

1.192

R_ayu[6,13]

43,267,158.483

2,833.329

1.291

R_ayu[9,13]

2.593

0.662

1.188

R_ayu[5,14]

2,072.913

289.482

1.283

R_ayu[6,14]

3,663,003.353

2,995.472

1.272

R_ayu[6,15]

401,032.491

3,122.230

1.184

R_ayu[5,16]

679.954

175.086

1.205

R_ayu[6,16]

962,339.195

3,492.125

1.276

R_ayu[6,17]

472,852.298

3,384.409

1.272

R_ayu[9,17]

6.369

2.253

1.128

R_ayu[5,18]

519.724

105.584

1.277

R_ayu[6,18]

176,090.644

3,341.749

1.215

R_ayu[5,19]

792.984

226.683

1.169

R_ayu[6,21]

43,730.493

3,400.301

1.115

R_ayu[6,26]

5,789.641

2,789.523

1.155

R_ayu[12,44]

631.819

389.142

1.147

R_ayu[14,45]

1,083.433

849.794

1.108

R_ayu[16,45]

4,488.927

3,627.649

1.154

R_ayu[16,46]

9,613.582

2,972.812

1.287

R_ayu[12,47]

52,780.946

1,346.630

1.238

R_ayu[16,47]

96,997.093

3,664.577

1.282

Rp_ayg[5,1]

10.433

2.345

1.133

Rp_ayg[5,3]

9.488

2.833

1.175

Rp_ayg[5,4]

6.540

1.464

1.220

Rp_ayg[5,7]

16.763

5.343

1.116

Rp_ayg[5,9]

15.057

3.585

1.284

Rp_ayg[5,11]

32.559

10.192

1.138

Rp_ayg[5,13]

79.834

22.007

1.163

Rp_ayg[5,16]

109.089

37.485

1.193

Rp_ayu[5,1]

53.741

10.535

1.180

Rp_ayu[6,1]

81,276,033.719

853.596

1.286

Rp_ayu[6,2]

9,157,897.929

1,031.251

1.104

Rp_ayu[9,2]

48.321

11.999

1.124

Rp_ayu[6,3]

3,581,969.207

1,011.710

1.282

Rp_ayu[5,4]

122.390

6.470

1.283

Rp_ayu[6,4]

51,795,137.173

987.721

1.280

Rp_ayu[9,4]

11.379

2.329

1.268

Rp_ayu[5,5]

216.181

15.586

1.132

Rp_ayu[6,5]

27,404,268.606

1,573.153

1.284

Rp_ayu[5,6]

285.585

37.247

1.218

Rp_ayu[6,6]

34,303,449.102

1,623.593

1.291

Rp_ayu[5,7]

175.191

22.745

1.277

Rp_ayu[6,7]

4,197,781.226

1,780.677

1.280

Rp_ayu[5,8]

364.158

70.411

1.104

Rp_ayu[6,8]

17,381,996.143

2,167.024

1.291

Rp_ayu[9,8]

2.464

0.696

1.139

Rp_ayu[5,9]

104.770

15.282

1.286

Rp_ayu[5,10]

402.012

70.459

1.229

Rp_ayu[6,10]

6,568,505.529

2,632.186

1.291

Rp_ayu[5,11]

402.251

45.517

1.107

Rp_ayu[6,11]

2,890,887.378

2,801.496

1.244

Rp_ayu[9,11]

2.312

0.532

1.132

Rp_ayu[5,12]

167.836

23.103

1.238

Rp_ayu[6,12]

24,959,607.826

3,167.866

1.115

Rp_ayu[5,13]

392.993

97.860

1.192

Rp_ayu[6,13]

43,267,097.145

2,792.733

1.291

Rp_ayu[5,14]

2,050.790

272.095

1.283

Rp_ayu[6,14]

3,662,930.446

2,936.985

1.272

Rp_ayu[6,15]

400,959.016

3,068.476

1.184

Rp_ayu[5,16]

668.059

161.571

1.206

Rp_ayu[6,16]

962,252.569

3,405.533

1.276

Rp_ayu[6,17]

472,765.197

3,329.740

1.272

Rp_ayu[9,17]

6.142

2.180

1.130

Rp_ayu[5,18]

512.025

99.215

1.277

Rp_ayu[6,18]

176,007.769

3,273.252

1.215

Rp_ayu[5,19]

777.123

213.285

1.169

Rp_ayu[6,21]

43,631.368

3,336.018

1.115

Rp_ayu[6,26]

5,678.343

2,713.940

1.155

Rp_ay[2,1]

11,070.608

8,489.995

1.114

Rp_ay[5,1]

64.175

14.813

1.174

Rp_ay[6,1]

81,276,241.308

1,052.754

1.286

Rp_ay[2,2]

13,128.169

9,924.114

1.102

Rp_ay[6,2]

9,158,117.557

1,266.998

1.104

Rp_ay[6,3]

3,582,197.142

1,218.867

1.282

Rp_ay[5,4]

128.930

9.369

1.282

Rp_ay[6,4]

51,795,342.539

1,193.890

1.280

Rp_ay[9,4]

43.065

25.669

1.236

Rp_ay[5,5]

230.172

22.567

1.131

Rp_ay[6,5]

27,404,587.024

1,882.743

1.284

Rp_ay[5,6]

318.180

52.723

1.217

Rp_ay[6,6]

34,303,766.253

1,926.190

1.291

Rp_ay[5,7]

191.954

31.995

1.276

Rp_ay[6,7]

4,198,126.624

2,089.671

1.280

Rp_ay[5,8]

421.426

100.153

1.106

Rp_ay[6,8]

17,382,427.607

2,567.917

1.291

Rp_ay[5,9]

119.828

21.861

1.286

Rp_ay[5,10]

451.527

102.245

1.227

Rp_ay[6,10]

6,569,034.953

3,139.326

1.291

Rp_ay[5,11]

434.810

63.749

1.106

Rp_ay[6,11]

2,891,464.852

3,322.368

1.244

Rp_ay[9,11]

9.103

5.628

1.103

Rp_ay[5,12]

186.245

32.749

1.237

Rp_ay[6,12]

24,960,224.474

3,701.755

1.115

Rp_ay[5,13]

472.827

137.824

1.164

Rp_ay[6,13]

43,267,641.180

3,239.374

1.291

Rp_ay[5,14]

2,228.898

383.369

1.282

Rp_ay[6,14]

3,663,518.769

3,533.078

1.272

Rp_ay[6,15]

401,570.475

3,638.845

1.184

Rp_ay[5,16]

777.148

234.924

1.203

Rp_ay[6,16]

962,855.805

4,033.045

1.276

Rp_ay[6,17]

473,363.420

3,961.497

1.272

Rp_ay[5,18]

572.192

140.358

1.277

Rp_ay[6,18]

176,578.556

3,899.928

1.215

Rp_ay[5,19]

900.676

292.017

1.156

Rp_ay[6,21]

44,202.064

3,924.067

1.115

Rp_ay[6,26]

5,742.936

2,777.304

1.155

Rb_ayg[5,1]

10.034

2.244

1.138

Rb_ayg[5,3]

9.165

2.692

1.177

Rb_ayg[5,4]

6.259

1.420

1.212

Rb_ayg[5,6]

31.451

8.210

1.101

Rb_ayg[5,7]

16.206

5.169

1.117

Rb_ayg[5,9]

14.451

3.427

1.283

Rb_ayg[5,11]

31.461

9.681

1.140

Rb_ayg[5,13]

77.017

21.212

1.155

Rb_ayg[5,16]

105.578

35.859

1.197

Rb_ayu[5,1]

52.805

10.323

1.180

Rb_ayu[6,1]

78,536,779.636

836.405

1.286

Rb_ayu[6,2]

8,624,810.827

1,003.887

1.114

Rb_ayu[9,2]

46.235

11.479

1.133

Rb_ayu[6,3]

3,458,312.521

999.351

1.282

Rb_ayu[5,4]

114.196

6.307

1.286

Rb_ayu[6,4]

49,323,718.828

966.050

1.279

Rb_ayu[9,4]

10.982

2.220

1.270

Rb_ayu[5,5]

213.596

15.248

1.135

Rb_ayu[6,5]

27,207,920.384

1,545.263

1.284

Rb_ayu[5,6]

280.045

36.369

1.225

Rb_ayu[6,6]

27,913,298.679

1,585.069

1.290

Rb_ayu[5,7]

173.248

22.167

1.277

Rb_ayu[6,7]

4,090,007.545

1,745.663

1.279

Rb_ayu[5,8]

355.844

68.134

1.104

Rb_ayu[6,8]

15,585,520.791

2,106.232

1.291

Rb_ayu[9,8]

2.357

0.660

1.140

Rb_ayu[5,9]

100.516

15.019

1.285

Rb_ayu[5,10]

394.272

68.252

1.232

Rb_ayu[6,10]

6,476,633.482

2,591.914

1.291

Rb_ayu[5,11]

391.867

44.321

1.106

Rb_ayu[6,11]

2,854,325.377

2,748.887

1.245

Rb_ayu[9,11]

2.205

0.510

1.143

Rb_ayu[5,12]

164.479

22.562

1.240

Rb_ayu[6,12]

24,809,970.739

3,125.746

1.115

Rb_ayu[5,13]

383.251

95.565

1.196

Rb_ayu[6,13]

42,917,840.778

2,719.095

1.291

Rb_ayu[5,14]

2,026.962

264.246

1.283

Rb_ayu[6,14]

3,649,896.599

2,882.768

1.272

Rb_ayu[6,15]

395,145.230

3,009.107

1.183

Rb_ayu[5,16]

654.334

157.827

1.203

Rb_ayu[6,16]

937,317.503

3,343.076

1.277

Rb_ayu[6,17]

467,507.499

3,262.201

1.272

Rb_ayu[9,17]

5.860

2.088

1.133

Rb_ayu[5,18]

498.287

96.643

1.276

Rb_ayu[6,18]

172,572.232

3,225.565

1.214

Rb_ayu[5,19]

759.062

207.899

1.172

Rb_ayu[6,20]

94,946.061

3,145.776

1.105

Rb_ayu[6,21]

42,693.988

3,256.846

1.120

Rb_ayu[6,26]

5,570.229

2,638.167

1.157

Rb_ayu[8,28]

147.848

113.750

1.105

Rb_ay[2,1]

9,525.289

7,322.519

1.110

Rb_ay[5,1]

62.839

14.487

1.173

Rb_ay[6,1]

78,536,980.480

1,023.953

1.286

Rb_ay[2,2]

11,335.927

8,486.709

1.104

Rb_ay[6,2]

8,625,023.115

1,238.309

1.114

Rb_ay[6,3]

3,458,532.097

1,200.995

1.282

Rb_ay[5,4]

120.454

9.069

1.284

Rb_ay[6,4]

49,323,917.161

1,166.325

1.279

Rb_ay[9,4]

39.911

23.549

1.241

Rb_ay[5,5]

227.086

21.772

1.134

Rb_ay[6,5]

27,208,227.816

1,832.799

1.284

Rb_ay[5,6]

311.497

51.155

1.224

Rb_ay[6,6]

27,913,604.847

1,856.836

1.290

Rb_ay[5,7]

189.454

31.024

1.277

Rb_ay[6,7]

4,090,340.741

2,047.913

1.279

Rb_ay[5,8]

410.722

97.016

1.105

Rb_ay[6,8]

15,585,937.636

2,513.647

1.291

Rb_ay[5,9]

114.967

21.230

1.286

Rb_ay[5,10]

442.141

100.053

1.230

Rb_ay[6,10]

6,477,144.976

3,042.229

1.291

Rb_ay[5,11]

423.328

61.845

1.104

Rb_ay[6,11]

2,854,882.653

3,239.397

1.245

Rb_ay[9,11]

8.413

5.222

1.114

Rb_ay[5,12]

182.076

31.956

1.239

Rb_ay[6,12]

24,810,566.313

3,636.153

1.115

Rb_ay[5,13]

460.267

134.072

1.169

Rb_ay[6,13]

42,918,365.772

3,168.248

1.291

Rb_ay[5,14]

2,198.354

373.350

1.282

Rb_ay[6,14]

3,650,464.887

3,402.501

1.272

Rb_ay[6,15]

395,736.077

3,547.618

1.183

Rb_ay[5,16]

759.912

228.572

1.201

Rb_ay[6,16]

937,900.522

3,914.252

1.277

Rb_ay[6,17]

468,084.041

3,875.857

1.272

Rb_ay[5,18]

556.367

137.908

1.276

Rb_ay[6,18]

173,123.873

3,800.198

1.214

Rb_ay[5,19]

878.650

285.617

1.159

Rb_ay[6,20]

95,457.699

3,669.169

1.105

Rb_ay[6,21]

43,244.804

3,820.333

1.120

Rb_ay[6,26]

5,632.541

2,701.229

1.157

Ry_ayg[9,1]

0.080

0.036

1.166

Ry_ayg[5,6]

0.021

0.004

1.101

Ry_ayg[5,8]

0.039

0.007

1.178

Ry_ayg[8,11]

1.661

0.909

1.202

Ry_ayg[5,12]

0.013

0.002

1.141

Ry_ayg[11,14]

231.518

153.689

1.109

Ry_ayu[9,1]

0.008

0.000

1.186

Ry_ayu[12,2]

0.073

0.027

1.184

Ry_ayu[7,3]

0.018

0.001

1.117

Ry_ayu[9,3]

0.002

0.000

1.130

Ry_ayu[5,4]

0.381

0.009

1.162

Ry_ayu[9,4]

0.001

0.000

1.265

Ry_ayu[5,5]

0.821

0.018

1.113

Ry_ayu[9,7]

0.000

0.000

1.216

Ry_ayu[1,8]

10.762

4.575

1.179

Ry_ayu[5,8]

3.224

0.083

1.121

Ry_ayu[5,10]

3.212

0.091

1.240

Ry_ayu[5,11]

2.079

0.054

1.182

Ry_ayu[9,12]

0.000

0.000

1.220

Ry_ayu[8,13]

3.769

1.192

1.125

Ry_ayu[4,14]

0.137

0.051

1.114

Ry_ayu[6,14]

36.445

0.190

1.212

Ry_ayu[7,14]

0.018

0.001

1.144

Ry_ayu[9,14]

0.000

0.000

1.238

Ry_ayu[5,15]

10.633

0.202

1.277

Ry_ayu[7,15]

0.025

0.002

1.218

Ry_ayu[9,15]

0.000

0.000

1.122

Ry_ayu[1,17]

13.446

5.762

1.168

Ry_ayu[8,17]

6.187

1.984

1.153

Ry_ayu[5,18]

5.345

0.124

1.169

Ry_ayu[9,24]

0.043

0.001

1.123

Ry_ayu[9,25]

0.038

0.001

1.131

Ry_ayu[5,26]

28.494

1.020

1.193

Ry_ayu[7,26]

7.871

0.523

1.146

Ry_ayu[1,28]

15.042

6.315

1.129

Ry_ayu[6,28]

59.127

0.500

1.156

Ry_ayu[3,30]

1,222.296

628.639

1.126

Ry_ayu[5,30]

7.868

0.305

1.127

Ry_ayu[6,30]

62.213

0.458

1.113

Ry_ayu[6,33]

86.549

0.628

1.162

Ry_ayu[9,33]

0.364

0.008

1.143

Ry_ayu[6,34]

87.016

0.660

1.120

Ry_ayu[7,35]

5.538

0.133

1.123

Ry_ayu[6,36]

5.737

0.000

1.137

Ry_ayu[9,39]

0.136

0.000

1.149

Ry_ayu[5,41]

2.340

0.023

1.252

Ry_ayu[5,44]

6.378

0.163

1.194

Ry_ayu[12,44]

147.473

0.786

1.150

Ry_ayu[14,44]

83.768

12.070

1.139

Ry_ayu[14,45]

217.248

38.063

1.153

Ry_ayu[16,45]

134.162

6.910

1.265

Ry_ayu[16,46]

6,545.808

167.673

1.287

Ry_ayu[16,47]

94,490.224

994.936

1.282

Ry_ay[9,1]

0.089

0.041

1.164

Ry_ay[5,4]

0.385

0.013

1.162

Ry_ay[9,4]

0.009

0.005

1.178

Ry_ay[5,5]

0.830

0.028

1.113

Ry_ay[1,8]

19.556

12.471

1.137

Ry_ay[5,8]

3.264

0.130

1.122

Ry_ay[5,10]

3.253

0.132

1.240

Ry_ay[5,11]

2.102

0.083

1.182

Ry_ay[8,13]

5.599

2.733

1.104

Ry_ay[6,14]

38.625

2.446

1.212

Ry_ay[5,15]

10.723

0.310

1.277

Ry_ay[1,17]

24.598

15.340

1.121

Ry_ay[8,17]

9.386

4.595

1.131

Ry_ay[5,18]

5.399

0.183

1.169

Ry_ay[5,26]

28.749

1.419

1.193

Ry_ay[1,28]

25.504

16.616

1.112

Ry_ay[6,28]

60.764

2.824

1.156

Ry_ay[3,30]

1,315.031

722.699

1.126

Ry_ay[5,30]

7.920

0.376

1.127

Ry_ay[6,30]

64.124

3.064

1.113

Ry_ay[6,33]

89.623

4.769

1.162

Ry_ay[6,34]

88.565

2.901

1.120

Ry_ay[7,35]

33.266

28.997

1.114

Ry_ay[6,36]

9.772

4.041

1.136

Ry_ay[5,41]

2.356

0.046

1.252

Ry_ay[5,44]

6.403

0.192

1.194

Ry_ay[12,44]

248.893

104.003

1.150

Ry_ay[14,44]

539.594

474.683

1.138

Ry_ay[14,45]

776.619

602.375

1.153

Ry_ay[16,45]

398.474

275.664

1.265

Ry_ay[16,46]

6,829.222

452.392

1.287

Ry_ay[16,47]

94,692.790

1,194.280

1.282

Ro_ayg[5,1]

0.029

0.002

1.113

Ro_ayg[8,1]

1.262

0.560

1.104

Ro_ayg[10,1]

319.787

88.705

1.205

Ro_ayg[1,2]

163.091

55.725

1.148

Ro_ayg[10,3]

368.659

98.096

1.129

Ro_ayg[12,4]

0.484

0.277

1.117

Ro_ayg[10,6]

470.916

119.892

1.242

Ro_ayg[1,8]

178.782

76.100

1.131

Ro_ayg[6,8]

5.130

1.971

1.124

Ro_ayg[9,8]

1.182

0.370

1.108

Ro_ayg[10,8]

499.893

149.744

1.231

Ro_ayg[5,9]

0.029

0.003

1.145

Ro_ayg[4,12]

0.020

0.008

1.166

Ro_ayg[9,13]

1.169

0.341

1.113

Ro_ayg[1,14]

184.874

79.432

1.136

Ro_ayg[8,14]

10.499

4.848

1.135

Ro_ayg[2,15]

94.133

53.291

1.130

Ro_ayg[5,16]

0.251

0.034

1.130

Ro_ayg[5,18]

0.192

0.024

1.143

Ro_ayg[8,19]

20.832

9.631

1.204

Ro_ayu[4,1]

0.099

0.024

1.250

Ro_ayu[9,2]

1.963

0.006

1.169

Ro_ayu[10,2]

54.627

16.570

1.213

Ro_ayu[1,3]

33.966

14.401

1.109

Ro_ayu[5,3]

0.442

0.007

1.152

Ro_ayu[10,3]

77.243

20.983

1.264

Ro_ayu[6,4]

13.786

0.263

1.266

Ro_ayu[10,4]

49.218

15.670

1.106

Ro_ayu[5,5]

0.623

0.012

1.148

Ro_ayu[9,5]

0.743

0.001

1.192

Ro_ayu[10,5]

92.503

26.438

1.168

Ro_ayu[1,6]

43.168

18.677

1.122

Ro_ayu[5,6]

1.350

0.025

1.104

Ro_ayu[9,6]

0.193

0.001

1.107

Ro_ayu[10,6]

92.771

23.456

1.120

Ro_ayu[16,6]

10.951

5.453

1.105

Ro_ayu[5,7]

0.571

0.015

1.165

Ro_ayu[9,7]

0.139

0.001

1.150

Ro_ayu[10,7]

85.988

24.129

1.284

Ro_ayu[6,8]

25.452

0.606

1.226

Ro_ayu[8,8]

0.357

0.134

1.109

Ro_ayu[9,8]

0.105

0.000

1.119

Ro_ayu[10,8]

97.025

31.375

1.135

Ro_ayu[8,9]

0.429

0.160

1.108

Ro_ayu[9,9]

0.200

0.000

1.174

Ro_ayu[10,9]

84.488

27.594

1.120

Ro_ayu[9,10]

0.122

0.000

1.155

Ro_ayu[4,11]

0.008

0.002

1.103

Ro_ayu[5,11]

1.086

0.026

1.140

Ro_ayu[6,11]

37.433

0.933

1.208

Ro_ayu[10,11]

62.886

24.663

1.121

Ro_ayu[1,12]

67.285

29.665

1.225

Ro_ayu[5,12]

0.633

0.014

1.212

Ro_ayu[9,12]

0.059

0.000

1.103

Ro_ayu[9,13]

0.250

0.000

1.290

Ro_ayu[9,14]

0.168

0.000

1.282

Ro_ayu[9,15]

0.195

0.001

1.246

Ro_ayu[14,15]

9.140

4.404

1.163

Ro_ayu[9,19]

1.460

0.006

1.105

Ro_ayu[2,20]

212.679

127.397

1.137

Ro_ayu[9,20]

2.326

0.012

1.275

Ro_ayu[9,22]

4.667

0.023

1.283

Ro_ayu[1,23]

58.441

33.986

1.133

Ro_ayu[9,23]

2.085

0.023

1.214

Ro_ayu[6,25]

47.764

1.320

1.102

Ro_ayu[6,27]

61.430

1.723

1.189

Ro_ayu[9,28]

1.537

0.064

1.196

Ro_ayu[5,30]

5.436

0.154

1.143

Ro_ayu[7,30]

7.252

0.377

1.106

Ro_ayu[9,32]

0.907

0.049

1.109

Ro_ayu[9,33]

0.802

0.036

1.103

Ro_ayu[9,35]

0.532

0.026

1.163

Ro_ayu[6,37]

101.618

3.046

1.219

Ro_ayu[9,38]

0.220

0.005

1.138

Ro_ayu[5,39]

2.541

0.048

1.128

Ro_ayu[5,41]

2.038

0.027

1.209

Ro_ayu[6,41]

91.562

1.583

1.141

Ro_ayu[5,42]

13.998

0.152

1.154

Ro_ayu[9,43]

0.515

0.013

1.154

Ro_ayu[5,44]

9.453

0.281

1.100

Ro_ayu[9,45]

0.863

0.032

1.138

Ro_ayu[12,45]

94.985

31.853

1.289

Ro_ayu[6,46]

47.830

0.233

1.142

Ro_ayu[12,46]

360.968

109.124

1.110

Ro_ayu[12,47]

12,195.762

253.464

1.281

Ro_ay[4,1]

0.253

0.103

1.216

Ro_ay[8,1]

1.473

0.714

1.102

Ro_ay[10,1]

386.774

122.666

1.184

Ro_ay[1,2]

197.784

81.399

1.140

Ro_ay[5,3]

0.462

0.020

1.152

Ro_ay[10,3]

445.903

137.836

1.152

Ro_ay[6,4]

15.941

2.157

1.265

Ro_ay[5,5]

0.652

0.029

1.146

Ro_ay[9,5]

3.744

0.894

1.139

Ro_ay[5,6]

1.412

0.072

1.103

Ro_ay[10,6]

563.686

164.673

1.230

Ro_ay[5,7]

0.611

0.044

1.160

Ro_ay[10,7]

468.261

165.347

1.146

Ro_ay[1,8]

228.958

118.758

1.103

Ro_ay[6,8]

30.583

5.079

1.223

Ro_ay[10,8]

596.918

212.796

1.220

Ro_ay[9,9]

1.118

0.301

1.127

Ro_ay[5,11]

1.164

0.071

1.136

Ro_ay[6,11]

44.986

7.343

1.206

Ro_ay[4,12]

0.030

0.014

1.118

Ro_ay[5,12]

0.676

0.042

1.209

Ro_ay[9,13]

1.418

0.353

1.277

Ro_ay[1,14]

233.316

121.938

1.120

Ro_ay[8,14]

11.950

6.261

1.129

Ro_ay[9,14]

1.505

0.446

1.199

Ro_ay[8,19]

23.485

12.389

1.199

Ro_ay[2,20]

261.578

181.368

1.135

Ro_ay[1,23]

118.146

99.865

1.108

Ro_ay[6,25]

51.432

5.826

1.102

Ro_ay[6,27]

65.278

6.898

1.188

Ro_ay[5,30]

5.529

0.282

1.143

Ro_ay[7,30]

21.279

15.493

1.104

Ro_ay[9,35]

4.015

3.503

1.118

Ro_ay[6,37]

160.326

72.306

1.218

Ro_ay[5,39]

3.289

0.851

1.127

Ro_ay[5,41]

2.096

0.089

1.209

Ro_ay[6,41]

95.411

6.962

1.141

Ro_ay[5,42]

14.410

0.625

1.154

Ro_ay[9,43]

1.355

0.865

1.145

Ro_ay[5,44]

9.575

0.441

1.100

Ro_ay[9,45]

3.881

3.122

1.129

Ro_ay[12,45]

522.556

463.872

1.289

Ro_ay[6,46]

50.191

2.640

1.142

Ro_ay[12,46]

961.242

713.220

1.110

Ro_ay[12,47]

12,678.740

733.428

1.281

Rdnye_ayg[12,4]

0.479

0.275

1.118

Rdnye_ayu[14,15]

7.699

3.781

1.143

Rdnye_ayu[14,44]

1.633

0.659

1.124

Rdnye_ayu[12,45]

78.297

27.013

1.289

Rdnye_ayu[12,46]

322.566

98.848

1.101

Rdnye_ayu[12,47]

11,651.967

234.106

1.281

Rdnye_ay[12,45]

234.457

190.118

1.288

Rdnye_ay[12,46]

595.901

388.782

1.101

Rdnye_ay[12,47]

11,931.402

524.346

1.281

Rd_ayu[12,44]

190.544

24.987

1.150

Rd_ayu[14,44]

85.401

13.572

1.138

Rd_ayu[14,45]

220.367

40.532

1.153

Rd_ayu[16,45]

170.158

36.890

1.265

Rd_ayu[16,46]

6,743.226

378.745

1.287

Rd_ayu[12,47]

52,017.020

987.499

1.235

Rd_ayu[16,47]

95,027.153

1,582.642

1.282

Rd_ay[12,44]

403.859

245.707

1.150

Rd_ay[14,44]

544.377

479.716

1.138

Rd_ay[14,45]

787.510

613.154

1.153

Rd_ay[16,45]

456.342

326.295

1.265

Rd_ay[16,46]

7,035.165

669.983

1.287

Rd_ay[12,47]

52,475.083

1,438.088

1.235

Rd_ay[16,47]

95,243.578

1,800.974

1.282

Rs_ayg[16,9]

3.786

1.691

1.168

Rs_ayu[16,6]

1.149

0.456

1.165

Rs_ayu[12,9]

0.001

0.001

1.207

Rs_ayu[12,11]

0.002

0.001

1.186

Rs_ayu[14,15]

1.441

0.531

1.206

Rs_ayu[12,16]

0.004

0.001

1.178

Rs_ayu[12,17]

0.003

0.001

1.240

Rs_ayu[12,20]

0.007

0.001

1.166

Rs_ayu[16,21]

19.220

9.210

1.124

Rs_ayu[14,26]

6.338

2.624

1.125

Rs_ayu[12,45]

16.688

3.854

1.290

Rs_ayu[12,46]

38.402

8.485

1.230

Rs_ayu[12,47]

543.794

16.053

1.276

Rs_ay[16,9]

5.256

2.916

1.145

Rs_ay[14,15]

4.033

2.449

1.124

Rs_ay[12,45]

288.099

287.193

1.281

Rs_ay[12,46]

365.341

344.531

1.227

Rs_ay[12,47]

747.338

236.188

1.276

Rp_ayg_mort[5,1]

1.065

0.239

1.133

Rp_ayg_mort[5,3]

0.968

0.289

1.175

Rp_ayg_mort[5,4]

0.667

0.149

1.220

Rp_ayg_mort[5,7]

1.711

0.545

1.116

Rp_ayg_mort[5,9]

1.537

0.366

1.284

Rp_ayg_mort[5,11]

3.323

1.040

1.138

Rp_ayg_mort[5,13]

8.148

2.246

1.163

Rp_ayg_mort[5,16]

11.134

3.826

1.193

Rp_ayu_mort[5,1]

5.839

1.145

1.180

Rp_ayu_mort[6,1]

8,831,214.466

92.749

1.286

Rp_ayu_mort[6,2]

995,070.219

112.053

1.104

Rp_ayu_mort[9,2]

5.250

1.304

1.124

Rp_ayu_mort[6,3]

389,206.225

109.929

1.282

Rp_ayu_mort[5,4]

13.299

0.703

1.283

Rp_ayu_mort[6,4]

5,627,907.069

107.323

1.280

Rp_ayu_mort[9,4]

1.236

0.253

1.268

Rp_ayu_mort[5,5]

23.490

1.694

1.132

Rp_ayu_mort[6,5]

2,977,667.121

170.934

1.284

Rp_ayu_mort[5,6]

31.031

4.047

1.218

Rp_ayu_mort[6,6]

3,727,311.756

176.415

1.291

Rp_ayu_mort[5,7]

19.036

2.471

1.277

Rp_ayu_mort[6,7]

456,118.546

193.483

1.280

Rp_ayu_mort[5,8]

39.568

7.651

1.104

Rp_ayu_mort[6,8]

1,888,676.511

235.462

1.291

Rp_ayu_mort[9,8]

0.268

0.076

1.139

Rp_ayu_mort[5,9]

11.384

1.660

1.286

Rp_ayu_mort[5,10]

43.681

7.656

1.229

Rp_ayu_mort[6,10]

713,714.467

286.006

1.291

Rp_ayu_mort[5,11]

43.707

4.946

1.107

Rp_ayu_mort[6,11]

314,115.309

304.402

1.244

Rp_ayu_mort[9,11]

0.251

0.058

1.132

Rp_ayu_mort[5,12]

18.237

2.510

1.238

Rp_ayu_mort[6,12]

2,712,037.480

344.211

1.115

Rp_ayu_mort[5,13]

42.701

10.633

1.192

Rp_ayu_mort[6,13]

4,701,275.354

303.450

1.291

Rp_ayu_mort[5,14]

222.833

29.565

1.283

Rp_ayu_mort[6,14]

398,003.235

319.124

1.272

Rp_ayu_mort[6,15]

43,567.026

333.412

1.184

Rp_ayu_mort[5,16]

72.589

17.556

1.206

Rp_ayu_mort[6,16]

104,555.530

370.035

1.276

Rp_ayu_mort[6,17]

51,369.274

361.800

1.272

Rp_ayu_mort[9,17]

0.667

0.237

1.130

Rp_ayu_mort[5,18]

55.635

10.780

1.277

Rp_ayu_mort[6,18]

19,124.486

355.662

1.215

Rp_ayu_mort[5,19]

84.440

23.175

1.169

Rp_ayu_mort[6,21]

4,740.856

362.482

1.115

Rp_ayu_mort[6,26]

616.992

294.889

1.155

Rp_ay_mort[2,1]

862.620

654.893

1.113

Rp_ay_mort[5,1]

6.904

1.589

1.174

Rp_ay_mort[6,1]

8,831,235.653

113.244

1.286

Rp_ay_mort[2,2]

1,021.765

772.746

1.100

Rp_ay_mort[6,2]

995,092.634

136.075

1.104

Rp_ay_mort[6,3]

389,229.488

131.650

1.282

Rp_ay_mort[5,4]

13.966

1.002

1.282

Rp_ay_mort[6,4]

5,627,928.028

128.134

1.280

Rp_ay_mort[9,4]

4.470

2.637

1.239

Rp_ay_mort[5,5]

24.918

2.418

1.131

Rp_ay_mort[6,5]

2,977,699.619

201.717

1.284

Rp_ay_mort[5,6]

34.358

5.629

1.217

Rp_ay_mort[6,6]

3,727,344.124

207.470

1.291

Rp_ay_mort[5,7]

20.747

3.431

1.277

Rp_ay_mort[6,7]

456,153.797

224.058

1.280

Rp_ay_mort[5,8]

45.413

10.750

1.106

Rp_ay_mort[6,8]

1,888,720.547

276.828

1.291

Rp_ay_mort[5,9]

12.921

2.324

1.286

Rp_ay_mort[5,10]

48.735

10.915

1.227

Rp_ay_mort[6,10]

713,768.500

337.284

1.291

Rp_ay_mort[5,11]

47.030

6.814

1.106

Rp_ay_mort[6,11]

314,174.246

358.081

1.244

Rp_ay_mort[9,11]

0.944

0.580

1.106

Rp_ay_mort[5,12]

20.115

3.505

1.237

Rp_ay_mort[6,12]

2,712,100.416

399.811

1.115

Rp_ay_mort[5,13]

50.849

14.695

1.167

Rp_ay_mort[6,13]

4,701,330.879

348.013

1.291

Rp_ay_mort[5,14]

241.011

41.206

1.282

Rp_ay_mort[6,14]

398,063.280

377.475

1.272

Rp_ay_mort[6,15]

43,629.432

391.682

1.184

Rp_ay_mort[5,16]

83.723

24.897

1.203

Rp_ay_mort[6,16]

104,617.097

433.474

1.276

Rp_ay_mort[6,17]

51,430.329

426.282

1.272

Rp_ay_mort[5,18]

61.776

15.038

1.277

Rp_ay_mort[6,18]

19,182.741

418.962

1.215

Rp_ay_mort[5,19]

97.050

31.264

1.157

Rp_ay_mort[6,21]

4,799.102

422.526

1.115

Rp_ay_mort[6,26]

623.584

301.306

1.155

Rb_ayg_mort[5,1]

1.024

0.229

1.138

Rb_ayg_mort[5,3]

0.935

0.275

1.177

Rb_ayg_mort[5,4]

0.639

0.145

1.212

Rb_ayg_mort[5,6]

3.210

0.838

1.101

Rb_ayg_mort[5,7]

1.654

0.528

1.117

Rb_ayg_mort[5,9]

1.475

0.350

1.283

Rb_ayg_mort[5,11]

3.211

0.988

1.140

Rb_ayg_mort[5,13]

7.860

2.165

1.155

Rb_ayg_mort[5,16]

10.775

3.660

1.197

Rb_ayu_mort[5,1]

5.738

1.122

1.180

Rb_ayu_mort[6,1]

8,533,575.184

90.881

1.286

Rb_ayu_mort[6,2]

937,146.544

109.079

1.114

Rb_ayu_mort[9,2]

5.024

1.247

1.133

Rb_ayu_mort[6,3]

375,770.054

108.587

1.282

Rb_ayu_mort[5,4]

12.408

0.685

1.286

Rb_ayu_mort[6,4]

5,359,370.029

104.968

1.279

Rb_ayu_mort[9,4]

1.193

0.241

1.270

Rb_ayu_mort[5,5]

23.209

1.657

1.135

Rb_ayu_mort[6,5]

2,956,332.502

167.904

1.284

Rb_ayu_mort[5,6]

30.429

3.952

1.225

Rb_ayu_mort[6,6]

3,032,976.830

172.229

1.290

Rb_ayu_mort[5,7]

18.825

2.409

1.277

Rb_ayu_mort[6,7]

444,408.175

189.679

1.279

Rb_ayu_mort[5,8]

38.665

7.403

1.104

Rb_ayu_mort[6,8]

1,693,476.790

228.857

1.291

Rb_ayu_mort[9,8]

0.256

0.072

1.140

Rb_ayu_mort[5,9]

10.922

1.632

1.285

Rb_ayu_mort[5,10]

42.840

7.416

1.232

Rb_ayu_mort[6,10]

703,731.920

281.630

1.291

Rb_ayu_mort[5,11]

42.579

4.816

1.106

Rb_ayu_mort[6,11]

310,142.589

298.686

1.245

Rb_ayu_mort[9,11]

0.240

0.055

1.143

Rb_ayu_mort[5,12]

17.872

2.451

1.240

Rb_ayu_mort[6,12]

2,695,778.355

339.634

1.115

Rb_ayu_mort[5,13]

41.643

10.384

1.196

Rb_ayu_mort[6,13]

4,663,326.186

295.449

1.291

Rb_ayu_mort[5,14]

220.244

28.712

1.283

Rb_ayu_mort[6,14]

396,587.016

313.233

1.272

Rb_ayu_mort[6,15]

42,935.317

326.961

1.183

Rb_ayu_mort[5,16]

71.098

17.149

1.203

Rb_ayu_mort[6,16]

101,846.159

363.249

1.277

Rb_ayu_mort[6,17]

50,797.988

354.461

1.272

Rb_ayu_mort[9,17]

0.637

0.227

1.133

Rb_ayu_mort[5,18]

54.142

10.501

1.276

Rb_ayu_mort[6,18]

18,751.191

350.480

1.214

Rb_ayu_mort[5,19]

82.477

22.590

1.172

Rb_ayu_mort[6,20]

10,316.559

341.811

1.105

Rb_ayu_mort[6,21]

4,639.003

353.879

1.120

Rb_ayu_mort[6,26]

605.245

286.655

1.157

Rb_ayu_mort[8,28]

16.065

12.360

1.105

Rb_ay_mort[2,1]

741.268

569.817

1.109

Rb_ay_mort[5,1]

6.762

1.557

1.174

Rb_ay_mort[6,1]

8,533,595.683

109.617

1.286

Rb_ay_mort[2,2]

881.252

658.465

1.102

Rb_ay_mort[6,2]

937,168.211

133.108

1.114

Rb_ay_mort[6,3]

375,792.464

128.968

1.282

Rb_ay_mort[5,4]

13.047

0.970

1.284

Rb_ay_mort[6,4]

5,359,390.272

124.772

1.279

Rb_ay_mort[9,4]

4.146

2.436

1.244

Rb_ay_mort[5,5]

24.586

2.345

1.134

Rb_ay_mort[6,5]

2,956,363.878

196.899

1.284

Rb_ay_mort[5,6]

33.639

5.455

1.224

Rb_ay_mort[6,6]

3,033,008.078

200.770

1.290

Rb_ay_mort[5,7]

20.479

3.301

1.277

Rb_ay_mort[6,7]

444,442.181

220.263

1.279

Rb_ay_mort[5,8]

44.266

10.404

1.105

Rb_ay_mort[6,8]

1,693,519.333

270.149

1.291

Rb_ay_mort[5,9]

12.397

2.277

1.286

Rb_ay_mort[5,10]

47.726

10.680

1.231

Rb_ay_mort[6,10]

703,784.124

327.423

1.291

Rb_ay_mort[5,11]

45.790

6.613

1.104

Rb_ay_mort[6,11]

310,199.466

349.194

1.245

Rb_ay_mort[9,11]

0.873

0.538

1.117

Rb_ay_mort[5,12]

19.668

3.414

1.239

Rb_ay_mort[6,12]

2,695,839.140

392.673

1.115

Rb_ay_mort[5,13]

49.503

14.337

1.172

Rb_ay_mort[6,13]

4,663,379.767

340.400

1.291

Rb_ay_mort[5,14]

237.736

39.691

1.282

Rb_ay_mort[6,14]

396,645.015

366.891

1.272

Rb_ay_mort[6,15]

42,995.619

381.102

1.183

Rb_ay_mort[5,16]

81.873

24.330

1.201

Rb_ay_mort[6,16]

101,905.663

421.576

1.277

Rb_ay_mort[6,17]

50,856.830

414.896

1.272

Rb_ay_mort[5,18]

60.070

14.732

1.276

Rb_ay_mort[6,18]

18,807.491

408.058

1.214

Rb_ay_mort[5,19]

94.683

30.473

1.160

Rb_ay_mort[6,20]

10,368.778

395.588

1.105

Rb_ay_mort[6,21]

4,695.220

410.777

1.120

Rb_ay_mort[6,26]

611.604

293.116

1.157

Ry_ayg_mort[9,1]

0.073

0.033

1.166

Ry_ayg_mort[5,6]

0.019

0.004

1.101

Ry_ayg_mort[5,8]

0.036

0.007

1.178

Ry_ayg_mort[8,11]

1.515

0.829

1.202

Ry_ayg_mort[5,12]

0.012

0.002

1.141

Ry_ayg_mort[11,14]

208.366

138.320

1.109

Ry_ayu_mort[9,1]

0.007

0.000

1.186

Ry_ayu_mort[12,2]

0.066

0.024

1.184

Ry_ayu_mort[7,3]

0.016

0.001

1.117

Ry_ayu_mort[9,3]

0.002

0.000

1.130

Ry_ayu_mort[5,4]

0.334

0.008

1.162

Ry_ayu_mort[9,4]

0.001

0.000

1.265

Ry_ayu_mort[5,5]

0.720

0.016

1.113

Ry_ayu_mort[9,7]

0.000

0.000

1.216

Ry_ayu_mort[1,8]

9.438

4.012

1.179

Ry_ayu_mort[5,8]

2.828

0.073

1.121

Ry_ayu_mort[5,10]

2.817

0.080

1.240

Ry_ayu_mort[5,11]

1.823

0.047

1.182

Ry_ayu_mort[9,12]

0.000

0.000

1.220

Ry_ayu_mort[8,13]

3.305

1.045

1.125

Ry_ayu_mort[4,14]

0.123

0.046

1.114

Ry_ayu_mort[6,14]

31.961

0.166

1.212

Ry_ayu_mort[7,14]

0.015

0.001

1.144

Ry_ayu_mort[9,14]

0.000

0.000

1.238

Ry_ayu_mort[5,15]

9.325

0.177

1.277

Ry_ayu_mort[7,15]

0.022

0.002

1.218

Ry_ayu_mort[9,15]

0.000

0.000

1.122

Ry_ayu_mort[1,17]

11.792

5.053

1.168

Ry_ayu_mort[8,17]

5.425

1.740

1.153

Ry_ayu_mort[5,18]

4.687

0.109

1.169

Ry_ayu_mort[9,24]

0.037

0.001

1.123

Ry_ayu_mort[9,25]

0.033

0.001

1.131

Ry_ayu_mort[5,26]

24.988

0.894

1.193

Ry_ayu_mort[7,26]

6.903

0.459

1.146

Ry_ayu_mort[1,28]

13.191

5.538

1.129

Ry_ayu_mort[6,28]

51.852

0.438

1.156

Ry_ayu_mort[3,30]

1,067.197

548.870

1.126

Ry_ayu_mort[5,30]

6.900

0.267

1.127

Ry_ayu_mort[6,30]

54.559

0.402

1.113

Ry_ayu_mort[6,33]

75.901

0.551

1.162

Ry_ayu_mort[9,33]

0.319

0.007

1.143

Ry_ayu_mort[6,34]

76.311

0.579

1.120

Ry_ayu_mort[7,35]

4.857

0.117

1.123

Ry_ayu_mort[6,36]

5.031

0.000

1.137

Ry_ayu_mort[9,39]

0.034

0.000

1.149

Ry_ayu_mort[5,41]

0.583

0.006

1.252

Ry_ayu_mort[5,44]

1.588

0.041

1.194

Ry_ayu_mort[12,44]

29.495

0.157

1.150

Ry_ayu_mort[14,44]

16.754

2.414

1.139

Ry_ayu_mort[14,45]

43.450

7.613

1.153

Ry_ayu_mort[16,45]

26.832

1.382

1.265

Ry_ayu_mort[16,46]

1,309.162

33.535

1.287

Ry_ayu_mort[16,47]

18,898.045

198.987

1.282

Ry_ay_mort[9,1]

0.080

0.037

1.164

Ry_ay_mort[5,4]

0.337

0.012

1.162

Ry_ay_mort[9,4]

0.009

0.004

1.173

Ry_ay_mort[5,5]

0.728

0.025

1.113

Ry_ay_mort[1,8]

17.462

11.243

1.134

Ry_ay_mort[5,8]

2.863

0.116

1.122

Ry_ay_mort[5,10]

2.855

0.118

1.240

Ry_ay_mort[5,11]

1.844

0.074

1.182

Ry_ay_mort[8,13]

4.975

2.451

1.103

Ry_ay_mort[6,14]

33.951

2.207

1.212

Ry_ay_mort[5,15]

9.407

0.276

1.277

Ry_ay_mort[1,17]

21.968

13.755

1.117

Ry_ay_mort[8,17]

8.345

4.117

1.130

Ry_ay_mort[5,18]

4.737

0.163

1.169

Ry_ay_mort[5,26]

25.221

1.254

1.193

Ry_ay_mort[1,28]

22.738

14.851

1.111

Ry_ay_mort[6,28]

53.347

2.551

1.156

Ry_ay_mort[3,30]

1,149.807

632.583

1.126

Ry_ay_mort[5,30]

6.947

0.333

1.127

Ry_ay_mort[6,30]

56.302

2.772

1.113

Ry_ay_mort[6,33]

78.706

4.322

1.162

Ry_ay_mort[6,34]

77.724

2.620

1.120

Ry_ay_mort[7,35]

30.158

26.431

1.113

Ry_ay_mort[6,36]

8.713

3.685

1.136

Ry_ay_mort[5,41]

0.587

0.012

1.252

Ry_ay_mort[5,44]

1.595

0.048

1.194

Ry_ay_mort[12,44]

49.779

20.801

1.150

Ry_ay_mort[14,44]

107.919

94.937

1.138

Ry_ay_mort[14,45]

155.324

120.475

1.153

Ry_ay_mort[16,45]

79.695

55.133

1.265

Ry_ay_mort[16,46]

1,365.844

90.478

1.287

Ry_ay_mort[16,47]

18,938.558

238.856

1.282

Rdnye_ayg_mort[12,4]

0.431

0.248

1.118

Rdnye_ayu_mort[14,15]

6.929

3.403

1.143

Rdnye_ayu_mort[14,44]

0.327

0.132

1.124

Rdnye_ayu_mort[12,45]

15.659

5.403

1.289

Rdnye_ayu_mort[12,46]

64.513

19.770

1.101

Rdnye_ayu_mort[12,47]

2,330.393

46.821

1.281

Rdnye_ay_mort[12,45]

46.891

38.024

1.288

Rdnye_ay_mort[12,46]

119.180

77.756

1.101

Rdnye_ay_mort[12,47]

2,386.280

104.869

1.281

Rs_ayg_mort[16,9]

3.408

1.522

1.168

Rs_ayu_mort[16,6]

1.034

0.411

1.165

Rs_ayu_mort[12,9]

0.001

0.001

1.207

Rs_ayu_mort[12,11]

0.002

0.001

1.186

Rs_ayu_mort[14,15]

1.297

0.478

1.206

Rs_ayu_mort[12,16]

0.004

0.001

1.178

Rs_ayu_mort[12,17]

0.003

0.001

1.240

Rs_ayu_mort[12,20]

0.006

0.001

1.166

Rs_ayu_mort[16,21]

17.298

8.289

1.124

Rs_ayu_mort[14,26]

5.704

2.361

1.125

Rs_ayu_mort[12,45]

3.338

0.771

1.290

Rs_ayu_mort[12,46]

7.680

1.697

1.230

Rs_ayu_mort[12,47]

108.759

3.211

1.276

Rs_ay_mort[16,9]

4.731

2.624

1.145

Rs_ay_mort[14,15]

3.629

2.205

1.124

Rs_ay_mort[12,45]

57.620

57.439

1.281

Rs_ay_mort[12,46]

73.068

68.906

1.227

Rs_ay_mort[12,47]

149.468

47.238

1.276

Tp_ayg[5,4]

1.673

0.586

1.146

Tp_ayg[5,9]

3.757

1.364

1.254

Tp_ayu[6,1]

8,831,562.525

428.739

1.286

Tp_ayu[8,1]

7.524

4.880

1.107

Tp_ayu[6,2]

995,456.759

520.647

1.104

Tp_ayu[9,2]

10.441

5.447

1.107

Tp_ayu[6,3]

389,600.158

515.804

1.282

Tp_ayu[5,4]

19.476

3.863

1.283

Tp_ayu[6,4]

5,628,284.875

486.962

1.280

Tp_ayu[9,4]

2.193

1.065

1.264

Tp_ayu[5,5]

38.409

9.728

1.125

Tp_ayu[6,5]

2,978,245.022

784.283

1.284

Tp_ayu[5,6]

65.724

22.713

1.210

Tp_ayu[6,6]

3,727,880.569

777.005

1.291

Tp_ayu[5,7]

39.325

13.832

1.273

Tp_ayu[6,7]

456,755.293

856.927

1.280

Tp_ayu[6,8]

1,889,488.021

1,072.968

1.291

Tp_ayu[9,8]

0.550

0.310

1.112

Tp_ayu[5,9]

24.800

9.028

1.279

Tp_ayu[5,10]

105.690

43.314

1.211

Tp_ayu[6,10]

714,700.418

1,298.442

1.291

Tp_ayu[5,11]

81.653

27.607

1.106

Tp_ayu[6,11]

315,269.523

1,415.299

1.244

Tp_ayu[9,11]

0.474

0.240

1.125

Tp_ayu[5,12]

39.535

13.966

1.230

Tp_ayu[6,12]

2,713,250.897

1,520.379

1.115

Tp_ayu[5,13]

122.403

58.381

1.108

Tp_ayu[6,13]

4,702,373.348

1,401.570

1.291

Tp_ayu[5,14]

448.205

163.843

1.279

Tp_ayu[6,14]

399,239.588

1,517.577

1.272

Tp_ayu[6,15]

44,888.306

1,652.723

1.184

Tp_ayu[6,16]

105,916.625

1,733.150

1.276

Tp_ayu[6,17]

52,736.489

1,778.233

1.272

Tp_ayu[5,18]

143.972

61.437

1.264

Tp_ayu[6,18]

20,549.022

1,820.720

1.215

Tp_ayu[6,21]

6,338.854

1,984.898

1.115

Tp_ayu[6,26]

2,407.579

2,063.071

1.102

Tp_ay[6,1]

8,831,641.728

506.058

1.286

Tp_ay[6,2]

995,543.495

598.873

1.104

Tp_ay[6,3]

389,689.935

588.468

1.282

Tp_ay[5,4]

21.150

4.871

1.281

Tp_ay[6,4]

5,628,366.818

572.155

1.280

Tp_ay[9,4]

10.995

8.811

1.199

Tp_ay[5,5]

42.282

11.976

1.124

Tp_ay[6,5]

2,978,373.633

907.607

1.284

Tp_ay[5,6]

74.320

27.783

1.207

Tp_ay[6,6]

3,728,008.620

898.070

1.291

Tp_ay[5,7]

44.273

16.766

1.272

Tp_ay[6,7]

456,895.356

993.167

1.280

Tp_ay[6,8]

1,889,667.159

1,241.045

1.291

Tp_ay[5,9]

28.557

11.264

1.279

Tp_ay[5,10]

120.240

53.114

1.207

Tp_ay[6,10]

714,918.749

1,487.712

1.291

Tp_ay[5,11]

90.904

33.241

1.105

Tp_ay[6,11]

315,524.158

1,607.379

1.244

Tp_ay[5,12]

44.852

17.445

1.228

Tp_ay[6,12]

2,713,517.924

1,745.281

1.115

Tp_ay[6,13]

4,702,615.427

1,622.136

1.291

Tp_ay[5,14]

501.257

200.261

1.278

Tp_ay[6,14]

399,508.314

1,752.275

1.272

Tp_ay[6,15]

45,174.020

1,893.324

1.184

Tp_ay[6,16]

106,203.613

2,001.602

1.276

Tp_ay[6,17]

53,029.381

2,038.491

1.272

Tp_ay[5,18]

163.856

76.014

1.262

Tp_ay[6,18]

20,840.961

2,096.528

1.215

Tp_ay[6,21]

6,658.914

2,291.649

1.115

Tp_ay[6,26]

2,594.064

2,254.221

1.102

Tb_ayg[5,4]

1.608

0.558

1.134

Tb_ayg[5,9]

3.614

1.330

1.252

Tb_ayu[6,1]

8,533,916.245

422.459

1.286

Tb_ayu[6,2]

937,525.209

510.535

1.114

Tb_ayu[9,2]

9.981

5.161

1.115

Tb_ayu[6,3]

376,156.144

501.680

1.282

Tb_ayu[5,4]

18.425

3.758

1.285

Tb_ayu[6,4]

5,359,740.178

477.135

1.279

Tb_ayu[9,4]

2.108

1.014

1.266

Tb_ayu[5,5]

37.795

9.465

1.129

Tb_ayu[6,5]

2,956,898.166

764.760

1.284

Tb_ayu[5,6]

64.312

22.247

1.216

Tb_ayu[6,6]

3,033,533.804

759.140

1.290

Tb_ayu[5,7]

38.639

13.416

1.274

Tb_ayu[6,7]

445,031.869

837.534

1.279

Tb_ayu[6,8]

1,694,271.185

1,047.624

1.291

Tb_ayu[9,8]

0.527

0.298

1.113

Tb_ayu[5,9]

24.030

8.871

1.277

Tb_ayu[5,10]

103.330

42.252

1.215

Tb_ayu[6,10]

704,696.032

1,269.783

1.291

Tb_ayu[5,11]

79.587

26.948

1.105

Tb_ayu[6,11]

311,273.094

1,391.599

1.245

Tb_ayu[9,11]

0.453

0.231

1.136

Tb_ayu[5,12]

38.600

13.638

1.233

Tb_ayu[6,12]

2,696,965.925

1,489.818

1.115

Tb_ayu[5,13]

119.587

56.875

1.110

Tb_ayu[6,13]

4,664,401.491

1,369.096

1.291

Tb_ayu[5,14]

440.291

160.288

1.280

Tb_ayu[6,14]

397,798.161

1,488.484

1.272

Tb_ayu[6,15]

44,229.396

1,615.199

1.183

Tb_ayu[6,16]

103,178.788

1,697.590

1.277

Tb_ayu[6,17]

52,136.427

1,742.143

1.272

Tb_ayu[5,18]

140.289

60.413

1.264

Tb_ayu[6,18]

20,146.001

1,762.672

1.214

Tb_ayu[6,20]

11,713.961

1,800.475

1.105

Tb_ayu[6,21]

6,203.774

1,950.032

1.119

Tb_ayu[6,26]

2,359.176

2,027.618

1.104

Tb_ay[6,1]

8,533,992.736

493.590

1.286

Tb_ay[6,2]

937,608.941

583.115

1.114

Tb_ay[6,3]

376,242.744

579.530

1.282

Tb_ay[5,4]

20.033

4.700

1.284

Tb_ay[6,4]

5,359,819.329

557.301

1.279

Tb_ay[9,4]

10.144

8.098

1.207

Tb_ay[5,5]

41.529

11.650

1.127

Tb_ay[6,5]

2,957,022.216

881.362

1.284

Tb_ay[5,6]

72.584

27.045

1.213

Tb_ay[6,6]

3,033,657.478

871.654

1.290

Tb_ay[5,7]

43.412

16.245

1.273

Tb_ay[6,7]

445,166.874

971.884

1.279

Tb_ay[6,8]

1,694,444.248

1,203.159

1.291

Tb_ay[5,9]

27.643

10.957

1.277

Tb_ay[5,10]

117.374

51.490

1.211

Tb_ay[6,10]

704,906.656

1,448.838

1.291

Tb_ay[5,11]

88.495

32.174

1.103

Tb_ay[6,11]

311,518.755

1,585.413

1.245

Tb_ay[5,12]

43.695

16.932

1.230

Tb_ay[6,12]

2,697,223.828

1,705.117

1.115

Tb_ay[6,13]

4,664,635.098

1,576.865

1.291

Tb_ay[5,14]

491.322

193.899

1.278

Tb_ay[6,14]

398,057.642

1,695.897

1.272

Tb_ay[6,15]

44,505.526

1,848.858

1.183

Tb_ay[6,16]

103,456.179

1,965.117

1.277

Tb_ay[6,17]

52,418.715

1,986.742

1.272

Tb_ay[5,18]

159.463

73.855

1.261

Tb_ay[6,18]

20,427.779

2,058.602

1.214

Tb_ay[6,20]

11,993.435

2,072.726

1.104

Tb_ay[6,21]

6,512.862

2,237.226

1.119

Tb_ay[6,26]

2,539.074

2,206.167

1.104

Ty_ayg[8,1]

3.382

2.014

1.149

Ty_ayg[5,8]

1.720

0.617

1.101

Ty_ayg[8,11]

21.671

16.459

1.107

Ty_ayu[9,4]

0.008

0.001

1.237

Ty_ayu[9,8]

0.002

0.000

1.124

Ty_ayu[5,10]

15.402

2.278

1.133

Ty_ayu[12,11]

1.050

0.621

1.119

Ty_ayu[5,15]

39.146

5.230

1.187

Ty_ayu[12,44]

29.581

0.233

1.150

Ty_ayu[14,44]

17.220

2.753

1.138

Ty_ayu[14,45]

44.359

8.315

1.153

Ty_ayu[16,45]

29.941

3.736

1.265

Ty_ayu[16,46]

1,321.352

44.619

1.287

Ty_ayu[16,47]

18,923.054

220.715

1.282

Ty_ay[8,1]

5.833

3.783

1.129

Ty_ay[5,10]

17.003

3.856

1.132

Ty_ay[5,15]

42.618

9.018

1.184

Ty_ay[12,44]

50.479

21.520

1.150

Ty_ay[14,44]

109.900

96.810

1.138

Ty_ay[14,45]

157.557

122.517

1.153

Ty_ay[16,45]

84.096

58.512

1.265

Ty_ay[16,46]

1,379.549

103.635

1.287

Ty_ay[16,47]

18,965.844

263.846

1.282

Tdnye_ayu[12,45]

30.031

18.306

1.288

Tdnye_ayu[12,46]

98.174

54.449

1.100

Tdnye_ayu[12,47]

2,381.067

101.619

1.281

Tdnye_ay[12,45]

124.700

114.268

1.286

Tdnye_ay[12,47]

2,507.919

233.202

1.281

Ts_ayu[12,45]

5.526

2.353

1.289

Ts_ayu[12,46]

10.827

4.482

1.229

Ts_ayu[12,47]

112.642

7.086

1.276

Ts_ay[12,45]

100.478

101.070

1.269

Ts_ay[12,46]

128.476

125.146

1.221

Ts_ay[12,47]

183.804

82.566

1.276

Bb_ayg[5,2]

17.246

5.343

1.120

Bb_ayg[5,3]

13.142

4.544

1.102

Bb_ayg[5,6]

38.985

14.151

1.128

Bb_ayg[5,9]

16.551

5.795

1.167

Bb_ayu[6,1]

36,740,254.211

1,854.051

1.289

Bb_ayu[6,2]

4,462,144.469

2,303.247

1.136

Bb_ayu[6,3]

1,554,388.667

2,235.983

1.276

Bb_ayu[5,4]

91.506

17.363

1.287

Bb_ayu[6,4]

29,245,841.725

2,164.380

1.273

Bb_ayu[9,4]

10.615

4.451

1.282

Bb_ayu[6,5]

15,084,849.017

3,402.968

1.281

Bb_ayu[5,6]

299.942

97.979

1.198

Bb_ayu[6,6]

17,300,786.483

3,363.396

1.291

Bb_ayu[5,7]

176.699

59.188

1.267

Bb_ayu[6,7]

2,504,909.237

3,821.621

1.281

Bb_ayu[5,8]

470.700

181.592

1.154

Bb_ayu[6,8]

3,440,180.360

4,747.061

1.287

Bb_ayu[9,8]

2.507

1.307

1.111

Bb_ayu[5,9]

110.061

39.540

1.251

Bb_ayu[6,9]

10,772,945.777

4,769.702

1.134

Bb_ayu[5,10]

480.624

184.074

1.145

Bb_ayu[6,10]

4,736,859.292

5,717.832

1.291

Bb_ayu[5,11]

353.775

117.298

1.142

Bb_ayu[6,11]

1,791,722.585

6,468.178

1.179

Bb_ayu[5,12]

184.674

60.103

1.220

Bb_ayu[6,12]

9,212,465.453

6,783.312

1.195

Bb_ayu[5,13]

576.017

245.654

1.119

Bb_ayu[6,13]

12,125,218.006

6,165.840

1.291

Bb_ayu[5,14]

2,201.696

703.440

1.285

Bb_ayu[6,14]

1,599,204.199

6,676.158

1.252

Bb_ayu[5,15]

1,054.570

425.854

1.101

Bb_ayu[6,15]

176,974.792

7,362.097

1.155

Bb_ayu[6,16]

454,691.020

7,731.358

1.266

Bb_ayu[6,17]

270,242.949

7,987.790

1.270

Bb_ayu[9,17]

7.671

4.478

1.158

Bb_ayu[6,20]

57,449.676

8,169.342

1.110

Bb_ay[6,1]

36,740,618.777

2,166.663

1.289

Bb_ay[6,2]

4,462,542.949

2,646.042

1.136

Bb_ay[6,3]

1,554,797.023

2,610.555

1.276

Bb_ay[5,4]

99.046

21.311

1.287

Bb_ay[6,4]

29,246,216.677

2,538.564

1.273

Bb_ay[9,4]

48.808

36.386

1.245

Bb_ay[6,5]

15,085,428.642

3,989.069

1.281

Bb_ay[5,6]

338.927

121.388

1.196

Bb_ay[6,6]

17,301,372.957

3,930.813

1.291

Bb_ay[5,7]

199.296

73.131

1.265

Bb_ay[6,7]

2,505,556.765

4,434.332

1.281

Bb_ay[5,8]

541.547

225.753

1.153

Bb_ay[6,8]

3,441,003.104

5,579.647

1.287

Bb_ay[5,9]

126.612

49.511

1.250

Bb_ay[6,9]

10,773,820.502

5,571.406

1.134

Bb_ay[5,10]

547.479

230.245

1.137

Bb_ay[6,10]

4,737,862.529

6,666.472

1.291

Bb_ay[5,11]

395.067

145.435

1.140

Bb_ay[6,11]

1,792,901.795

7,413.423

1.179

Bb_ay[5,12]

208.633

76.335

1.218

Bb_ay[6,12]

9,213,688.634

7,932.262

1.195

Bb_ay[6,13]

12,126,325.096

7,165.776

1.291

Bb_ay[5,14]

2,443.388

870.662

1.284

Bb_ay[6,14]

1,600,428.175

7,837.579

1.252

Bb_ay[6,15]

178,290.212

8,522.834

1.155

Bb_ay[6,16]

456,003.116

8,964.172

1.266

Bb_ay[6,17]

271,593.651

9,303.109

1.270

Bb_ay[6,20]

58,783.847

9,560.882

1.110

By_ayg[8,1]

34.260

20.413

1.158

By_ayu[9,4]

0.078

0.010

1.246

By_ayu[5,10]

154.127

22.504

1.109

By_ayu[12,11]

7.406

4.391

1.121

By_ayu[5,15]

382.412

51.560

1.190

By_ayu[12,44]

211.989

1.661

1.150

By_ayu[14,44]

125.091

20.038

1.137

By_ayu[14,45]

322.189

60.398

1.150

By_ayu[16,45]

237.770

29.587

1.265

By_ayu[16,46]

10,463.021

354.471

1.287

By_ayu[16,47]

151,960.483

1,747.001

1.282

By_ay[8,1]

59.505

37.723

1.149

By_ay[5,10]

170.142

37.717

1.109

By_ay[5,15]

417.821

91.150

1.186

By_ay[12,44]

359.426

151.815

1.150

By_ay[14,44]

768.086

691.580

1.131

By_ay[14,45]

1,109.802

899.905

1.148

By_ay[16,45]

704.907

504.513

1.265

By_ay[16,46]

10,964.480

861.783

1.287

By_ay[16,47]

152,329.106

2,116.084

1.282

Bdnye_ayu[12,45]

91.089

55.519

1.288

Bdnye_ayu[12,46]

297.186

164.651

1.100

Bdnye_ayu[12,47]

7,181.588

307.780

1.280

Bdnye_ay[12,45]

388.953

358.519

1.286

Bdnye_ay[12,47]

7,578.594

719.978

1.280

Bs_ayu[12,3]

0.042

0.019

1.123

Bs_ayu[12,45]

18.924

7.725

1.288

Bs_ayu[12,46]

31.973

13.263

1.230

Bs_ayu[12,47]

729.889

45.403

1.276

Bs_ay[12,45]

874.764

888.196

1.179

Bs_ay[12,46]

905.217

897.616

1.175

Bs_ay[12,47]

1,267.603

611.714

1.276

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.149 0.071 -0.282 -0.152 -0.003
mu_bc_H[2] -0.109 0.042 -0.183 -0.113 -0.018
mu_bc_H[3] -0.445 0.072 -0.584 -0.447 -0.297
mu_bc_H[4] -1.185 0.241 -1.694 -1.170 -0.751
mu_bc_H[5] 0.807 0.939 -0.314 0.631 3.067
mu_bc_H[6] -2.168 0.331 -2.808 -2.173 -1.515
mu_bc_H[7] -0.487 0.114 -0.716 -0.484 -0.270
mu_bc_H[8] 0.276 0.376 -0.325 0.239 1.142
mu_bc_H[9] -0.373 0.147 -0.670 -0.368 -0.091
mu_bc_H[10] -0.133 0.066 -0.255 -0.134 -0.002
mu_bc_H[11] -0.123 0.039 -0.198 -0.123 -0.047
mu_bc_H[12] -0.267 0.107 -0.511 -0.260 -0.077
mu_bc_H[13] -0.161 0.080 -0.316 -0.162 -0.003
mu_bc_H[14] -0.336 0.104 -0.548 -0.333 -0.141
mu_bc_H[15] -0.346 0.051 -0.446 -0.347 -0.244
mu_bc_H[16] -0.243 0.394 -0.979 -0.259 0.577
mu_bc_R[1] 0.864 31.359 -60.037 0.864 64.992
mu_bc_R[2] -0.543 30.738 -60.363 -0.541 59.542
mu_bc_R[3] 0.731 30.487 -58.857 0.947 59.469
mu_bc_R[4] 0.037 32.457 -60.695 -0.095 65.545
mu_bc_R[5] -0.472 31.962 -63.101 -0.239 61.752
mu_bc_R[6] -0.438 31.438 -62.889 0.137 60.805
mu_bc_R[7] -0.141 31.273 -62.855 0.524 61.859
mu_bc_R[8] -0.349 31.330 -60.367 -0.503 60.797
mu_bc_R[9] -0.753 31.510 -63.231 -0.783 60.926
mu_bc_R[10] 0.602 32.535 -62.233 0.487 64.614
mu_bc_R[11] 0.792 31.754 -60.079 0.652 64.166
mu_bc_R[12] -0.147 31.745 -62.297 0.187 60.342
mu_bc_R[13] 0.748 32.243 -61.790 0.946 63.647
mu_bc_R[14] -0.397 31.394 -61.001 -0.761 62.328
mu_bc_R[15] -0.380 31.842 -63.026 0.271 61.889
mu_bc_R[16] -0.632 30.936 -62.449 -0.281 59.967
tau_pH[1] 6.371 0.549 5.333 6.351 7.484
tau_pH[2] 1.804 0.209 1.424 1.797 2.245
tau_pH[3] 2.081 0.230 1.664 2.072 2.545
beta0_pH[1,1] 0.212 0.271 -0.440 0.249 0.629
beta0_pH[2,1] 0.578 0.540 -0.816 0.686 1.300
beta0_pH[3,1] 0.790 0.600 -0.615 0.909 1.590
beta0_pH[4,1] 0.838 0.591 -0.578 0.966 1.655
beta0_pH[5,1] -1.350 0.594 -3.027 -1.189 -0.684
beta0_pH[6,1] -1.049 0.611 -2.571 -0.938 -0.197
beta0_pH[7,1] 0.749 0.088 0.582 0.749 0.927
beta0_pH[8,1] -0.776 0.393 -1.777 -0.702 -0.206
beta0_pH[9,1] -1.495 0.576 -2.782 -1.406 -0.591
beta0_pH[10,1] -0.233 0.352 -1.134 -0.165 0.279
beta0_pH[11,1] -0.128 0.193 -0.530 -0.124 0.238
beta0_pH[12,1] 0.403 0.178 0.054 0.407 0.749
beta0_pH[13,1] -0.189 0.154 -0.509 -0.180 0.099
beta0_pH[14,1] -0.384 0.161 -0.717 -0.380 -0.085
beta0_pH[15,1] -0.113 0.176 -0.482 -0.105 0.216
beta0_pH[16,1] -0.235 0.181 -0.631 -0.226 0.086
beta0_pH[1,2] 2.616 0.225 2.153 2.619 3.042
beta0_pH[2,2] 2.870 0.168 2.535 2.870 3.193
beta0_pH[3,2] 3.360 0.196 2.996 3.356 3.762
beta0_pH[4,2] 3.054 0.164 2.743 3.053 3.383
beta0_pH[5,2] 4.512 1.352 2.710 4.202 7.867
beta0_pH[6,2] 3.291 0.246 2.818 3.287 3.785
beta0_pH[7,2] 1.919 0.238 1.457 1.921 2.371
beta0_pH[8,2] 2.837 0.206 2.437 2.834 3.230
beta0_pH[9,2] 3.898 0.282 3.363 3.893 4.457
beta0_pH[10,2] 3.797 0.231 3.348 3.803 4.238
beta0_pH[11,2] 1.874 0.169 1.541 1.872 2.200
beta0_pH[12,2] 1.639 0.207 1.234 1.642 2.043
beta0_pH[13,2] 2.353 0.198 1.951 2.353 2.749
beta0_pH[14,2] 1.640 0.184 1.275 1.639 1.998
beta0_pH[15,2] 2.413 0.204 2.007 2.416 2.826
beta0_pH[16,2] 2.526 0.206 2.137 2.524 2.926
beta0_pH[1,3] 0.289 0.813 -1.579 0.448 1.299
beta0_pH[2,3] 2.075 0.184 1.726 2.074 2.440
beta0_pH[3,3] 2.625 0.171 2.293 2.625 2.963
beta0_pH[4,3] 2.993 0.191 2.620 2.994 3.366
beta0_pH[5,3] 3.341 1.781 0.949 2.957 8.021
beta0_pH[6,3] 1.229 0.394 0.542 1.208 2.080
beta0_pH[7,3] 0.560 0.200 0.181 0.552 0.965
beta0_pH[8,3] 0.274 0.201 -0.117 0.276 0.674
beta0_pH[9,3] -2.350 1.119 -4.502 -2.427 -0.407
beta0_pH[10,3] -0.814 0.993 -3.195 -0.684 0.673
beta0_pH[11,3] 1.020 0.403 0.221 1.022 1.816
beta0_pH[12,3] 0.778 0.433 -0.127 0.804 1.553
beta0_pH[13,3] 0.947 0.440 -0.002 0.977 1.630
beta0_pH[14,3] 0.625 0.441 -0.307 0.666 1.385
beta0_pH[15,3] 0.793 0.430 -0.121 0.856 1.424
beta0_pH[16,3] 0.909 0.402 0.019 0.954 1.524
beta1_pH[1,1] 4.024 0.971 2.759 3.786 6.684
beta1_pH[2,1] 2.872 0.765 1.848 2.725 4.765
beta1_pH[3,1] 2.984 1.155 1.564 2.739 5.925
beta1_pH[4,1] 3.323 1.117 1.942 3.059 6.335
beta1_pH[5,1] 2.775 0.653 2.006 2.599 4.598
beta1_pH[6,1] 3.414 1.086 1.809 3.207 6.076
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 3.298 0.763 2.024 3.211 4.814
beta1_pH[9,1] 3.169 0.677 2.135 3.058 4.627
beta1_pH[10,1] 2.878 0.508 2.158 2.774 4.109
beta1_pH[11,1] 3.366 0.240 2.934 3.349 3.894
beta1_pH[12,1] 3.003 0.211 2.614 3.002 3.430
beta1_pH[13,1] 2.901 0.213 2.503 2.893 3.349
beta1_pH[14,1] 3.486 0.224 3.065 3.479 3.946
beta1_pH[15,1] 2.711 0.225 2.288 2.702 3.196
beta1_pH[16,1] 3.038 0.228 2.626 3.025 3.526
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 3.120 1.751 1.215 2.541 7.387
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 3.575 0.746 2.190 3.561 5.117
beta1_pH[9,3] 4.644 1.352 2.433 4.614 7.645
beta1_pH[10,3] 6.330 2.614 2.858 5.717 12.866
beta1_pH[11,3] 1.634 0.457 0.722 1.624 2.523
beta1_pH[12,3] 2.504 0.499 1.577 2.483 3.518
beta1_pH[13,3] 0.629 0.487 0.001 0.622 1.658
beta1_pH[14,3] 1.599 0.509 0.664 1.571 2.669
beta1_pH[15,3] 0.528 0.461 0.000 0.464 1.513
beta1_pH[16,3] 0.523 0.444 0.000 0.465 1.480
beta2_pH[1,1] 0.345 0.116 0.168 0.329 0.613
beta2_pH[2,1] 0.412 0.275 0.135 0.339 1.092
beta2_pH[3,1] 0.369 0.368 0.086 0.241 1.342
beta2_pH[4,1] 0.297 0.181 0.094 0.252 0.725
beta2_pH[5,1] 1.552 1.203 0.282 1.345 4.357
beta2_pH[6,1] 0.213 0.149 0.087 0.185 0.493
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.238 0.122 0.114 0.217 0.467
beta2_pH[9,1] 0.330 0.136 0.153 0.305 0.654
beta2_pH[10,1] 0.487 0.221 0.203 0.447 1.020
beta2_pH[11,1] 0.759 0.175 0.486 0.738 1.159
beta2_pH[12,1] 1.136 0.346 0.688 1.063 2.001
beta2_pH[13,1] 0.789 0.194 0.469 0.765 1.226
beta2_pH[14,1] 0.815 0.171 0.541 0.795 1.199
beta2_pH[15,1] 0.733 0.205 0.407 0.712 1.205
beta2_pH[16,1] 0.799 0.212 0.464 0.775 1.267
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 4.021 5.742 0.109 0.727 20.491
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 4.984 3.439 0.973 4.252 13.371
beta2_pH[9,3] 1.531 3.299 0.193 0.432 11.737
beta2_pH[10,3] 1.033 2.958 0.123 0.327 10.285
beta2_pH[11,3] -7.314 5.334 -21.807 -5.888 -1.009
beta2_pH[12,3] -7.302 5.260 -21.502 -5.776 -1.331
beta2_pH[13,3] -7.527 5.297 -21.938 -6.244 -0.959
beta2_pH[14,3] -7.475 5.299 -21.444 -5.908 -1.278
beta2_pH[15,3] -7.543 5.333 -21.190 -6.177 -0.959
beta2_pH[16,3] -7.414 5.321 -22.001 -6.098 -0.873
beta3_pH[1,1] 36.407 1.557 33.981 36.163 40.338
beta3_pH[2,1] 30.914 1.570 27.177 31.092 33.560
beta3_pH[3,1] 32.700 2.572 27.404 32.696 38.846
beta3_pH[4,1] 32.266 2.279 27.883 32.205 37.618
beta3_pH[5,1] 26.910 0.853 24.411 27.091 27.963
beta3_pH[6,1] 34.229 3.574 27.060 34.141 41.122
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 37.649 2.846 31.264 37.884 42.337
beta3_pH[9,1] 28.305 1.705 25.030 28.276 31.790
beta3_pH[10,1] 31.621 1.069 29.189 31.639 33.592
beta3_pH[11,1] 30.362 0.456 29.460 30.356 31.295
beta3_pH[12,1] 30.392 0.355 29.676 30.401 31.040
beta3_pH[13,1] 32.458 0.512 31.501 32.450 33.475
beta3_pH[14,1] 31.989 0.426 31.194 31.969 32.824
beta3_pH[15,1] 31.196 0.604 30.015 31.196 32.352
beta3_pH[16,1] 30.703 0.491 29.738 30.713 31.648
beta3_pH[1,2] 33.542 4.920 25.415 33.634 41.549
beta3_pH[2,2] 33.624 4.823 25.477 33.807 41.606
beta3_pH[3,2] 30.023 6.906 18.629 29.899 41.356
beta3_pH[4,2] 29.989 6.911 18.612 29.848 41.501
beta3_pH[5,2] 29.934 6.846 18.546 29.914 41.274
beta3_pH[6,2] 29.933 6.918 18.646 29.951 41.373
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 37.058 2.814 31.745 36.952 41.420
beta3_pH[2,3] 33.648 4.918 25.470 33.763 41.510
beta3_pH[3,3] 30.086 6.899 18.803 29.914 41.446
beta3_pH[4,3] 29.785 6.961 18.572 29.694 41.239
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 41.554 0.353 41.018 41.582 41.963
beta3_pH[9,3] 30.807 1.807 28.194 30.453 34.024
beta3_pH[10,3] 36.366 2.077 32.937 36.074 41.084
beta3_pH[11,3] 40.331 0.938 38.603 40.334 42.061
beta3_pH[12,3] 40.957 0.589 39.648 41.045 41.914
beta3_pH[13,3] 40.677 2.682 31.475 41.525 42.908
beta3_pH[14,3] 40.550 0.873 38.965 40.620 41.920
beta3_pH[15,3] 39.659 3.204 30.406 40.827 42.812
beta3_pH[16,3] 39.582 3.249 30.325 40.613 42.863
beta4_pH[1,1,1] 0.697 0.289 0.306 0.642 1.286
beta4_pH[2,1,1] 0.852 0.215 0.545 0.824 1.267
beta4_pH[3,1,1] 0.915 0.288 0.511 0.880 1.479
beta4_pH[4,1,1] 0.806 0.267 0.432 0.765 1.348
beta4_pH[5,1,1] 0.666 0.519 0.087 0.519 1.913
beta4_pH[6,1,1] 1.946 1.751 0.231 1.343 6.800
beta4_pH[7,1,1] 1.102 0.608 0.346 0.952 2.452
beta4_pH[8,1,1] 0.756 0.421 0.228 0.660 1.718
beta4_pH[9,1,1] 0.928 0.545 0.276 0.789 2.197
beta4_pH[10,1,1] 0.719 0.276 0.348 0.671 1.287
beta4_pH[11,1,1] 0.692 0.247 0.353 0.647 1.186
beta4_pH[12,1,1] 0.928 0.378 0.437 0.834 1.728
beta4_pH[13,1,1] 0.742 0.264 0.379 0.696 1.284
beta4_pH[14,1,1] 1.029 0.337 0.563 0.971 1.704
beta4_pH[15,1,1] 0.926 0.267 0.539 0.892 1.447
beta4_pH[16,1,1] 0.904 0.358 0.421 0.838 1.650
beta4_pH[1,2,1] 0.689 0.289 0.306 0.632 1.280
beta4_pH[2,2,1] 0.842 0.212 0.541 0.811 1.256
beta4_pH[3,2,1] 0.906 0.285 0.511 0.856 1.469
beta4_pH[4,2,1] 0.799 0.267 0.429 0.753 1.333
beta4_pH[5,2,1] 0.673 0.523 0.087 0.541 1.971
beta4_pH[6,2,1] 1.953 1.768 0.232 1.339 6.782
beta4_pH[7,2,1] 1.097 0.609 0.348 0.945 2.485
beta4_pH[8,2,1] 0.769 0.426 0.229 0.688 1.703
beta4_pH[9,2,1] 0.916 0.533 0.272 0.789 2.189
beta4_pH[10,2,1] 0.724 0.278 0.345 0.668 1.288
beta4_pH[11,2,1] 0.685 0.247 0.352 0.641 1.186
beta4_pH[12,2,1] 0.931 0.385 0.435 0.839 1.740
beta4_pH[13,2,1] 0.742 0.268 0.379 0.700 1.285
beta4_pH[14,2,1] 1.032 0.337 0.560 0.976 1.694
beta4_pH[15,2,1] 0.920 0.271 0.536 0.889 1.445
beta4_pH[16,2,1] 0.903 0.363 0.421 0.828 1.649
beta4_pH[1,3,1] 0.683 0.285 0.303 0.635 1.287
beta4_pH[2,3,1] 0.856 0.214 0.545 0.825 1.259
beta4_pH[3,3,1] 0.908 0.283 0.511 0.858 1.472
beta4_pH[4,3,1] 0.806 0.270 0.431 0.771 1.343
beta4_pH[5,3,1] 0.667 0.531 0.085 0.513 1.963
beta4_pH[6,3,1] 1.852 1.661 0.230 1.325 6.451
beta4_pH[7,3,1] 1.103 0.613 0.344 0.958 2.494
beta4_pH[8,3,1] 0.748 0.422 0.228 0.649 1.718
beta4_pH[9,3,1] 0.935 0.549 0.275 0.795 2.198
beta4_pH[10,3,1] 0.724 0.280 0.346 0.667 1.291
beta4_pH[11,3,1] 0.687 0.247 0.350 0.644 1.190
beta4_pH[12,3,1] 0.927 0.379 0.436 0.844 1.726
beta4_pH[13,3,1] 0.751 0.268 0.380 0.704 1.294
beta4_pH[14,3,1] 1.020 0.331 0.560 0.961 1.698
beta4_pH[15,3,1] 0.911 0.266 0.536 0.877 1.436
beta4_pH[16,3,1] 0.903 0.364 0.419 0.827 1.655
beta4_pH[1,4,1] 0.689 0.286 0.307 0.639 1.283
beta4_pH[2,4,1] 0.845 0.214 0.544 0.808 1.261
beta4_pH[3,4,1] 0.914 0.283 0.513 0.870 1.481
beta4_pH[4,4,1] 0.803 0.273 0.430 0.750 1.347
beta4_pH[5,4,1] 0.661 0.517 0.086 0.531 1.967
beta4_pH[6,4,1] 1.916 1.763 0.229 1.294 6.797
beta4_pH[7,4,1] 1.112 0.610 0.345 0.972 2.483
beta4_pH[8,4,1] 0.770 0.425 0.227 0.675 1.709
beta4_pH[9,4,1] 0.933 0.548 0.274 0.793 2.167
beta4_pH[10,4,1] 0.722 0.275 0.346 0.669 1.291
beta4_pH[11,4,1] 0.692 0.249 0.350 0.646 1.188
beta4_pH[12,4,1] 0.941 0.380 0.439 0.852 1.731
beta4_pH[13,4,1] 0.744 0.273 0.378 0.692 1.293
beta4_pH[14,4,1] 1.031 0.339 0.562 0.969 1.707
beta4_pH[15,4,1] 0.918 0.269 0.538 0.878 1.440
beta4_pH[16,4,1] 0.905 0.362 0.416 0.836 1.649
beta4_pH[1,5,1] 0.693 0.287 0.305 0.648 1.276
beta4_pH[2,5,1] 0.853 0.213 0.544 0.821 1.265
beta4_pH[3,5,1] 0.913 0.282 0.517 0.869 1.469
beta4_pH[4,5,1] 0.807 0.268 0.429 0.764 1.344
beta4_pH[5,5,1] 0.659 0.524 0.086 0.522 1.977
beta4_pH[6,5,1] 1.930 1.735 0.232 1.347 6.616
beta4_pH[7,5,1] 1.093 0.600 0.351 0.956 2.456
beta4_pH[8,5,1] 0.760 0.435 0.222 0.661 1.738
beta4_pH[9,5,1] 0.920 0.537 0.275 0.763 2.161
beta4_pH[10,5,1] 0.724 0.278 0.347 0.677 1.284
beta4_pH[11,5,1] 0.696 0.249 0.353 0.650 1.199
beta4_pH[12,5,1] 0.932 0.377 0.439 0.859 1.727
beta4_pH[13,5,1] 0.741 0.269 0.382 0.686 1.287
beta4_pH[14,5,1] 1.030 0.340 0.558 0.976 1.704
beta4_pH[15,5,1] 0.918 0.274 0.536 0.877 1.443
beta4_pH[16,5,1] 0.888 0.354 0.422 0.822 1.659
beta4_pH[1,6,1] 0.692 0.290 0.307 0.643 1.290
beta4_pH[2,6,1] 0.850 0.216 0.545 0.822 1.258
beta4_pH[3,6,1] 0.916 0.285 0.513 0.873 1.477
beta4_pH[4,6,1] 0.804 0.271 0.430 0.759 1.343
beta4_pH[5,6,1] 0.681 0.533 0.086 0.540 1.989
beta4_pH[6,6,1] 1.950 1.753 0.229 1.356 6.752
beta4_pH[7,6,1] 1.106 0.615 0.349 0.956 2.488
beta4_pH[8,6,1] 0.753 0.423 0.224 0.661 1.724
beta4_pH[9,6,1] 0.934 0.550 0.272 0.790 2.216
beta4_pH[10,6,1] 0.724 0.277 0.343 0.674 1.284
beta4_pH[11,6,1] 0.686 0.245 0.351 0.648 1.196
beta4_pH[12,6,1] 0.933 0.380 0.438 0.834 1.724
beta4_pH[13,6,1] 0.745 0.270 0.379 0.693 1.296
beta4_pH[14,6,1] 1.035 0.341 0.559 0.987 1.706
beta4_pH[15,6,1] 0.912 0.268 0.537 0.875 1.437
beta4_pH[16,6,1] 0.900 0.361 0.419 0.823 1.667
beta4_pH[1,7,1] 0.695 0.290 0.304 0.650 1.295
beta4_pH[2,7,1] 0.846 0.213 0.542 0.818 1.259
beta4_pH[3,7,1] 0.920 0.286 0.513 0.879 1.478
beta4_pH[4,7,1] 0.816 0.271 0.433 0.777 1.340
beta4_pH[5,7,1] 0.657 0.517 0.086 0.516 1.947
beta4_pH[6,7,1] 1.925 1.720 0.226 1.346 6.625
beta4_pH[7,7,1] 1.108 0.630 0.348 0.941 2.526
beta4_pH[8,7,1] 0.770 0.435 0.225 0.681 1.712
beta4_pH[9,7,1] 0.909 0.541 0.273 0.761 2.175
beta4_pH[10,7,1] 0.725 0.279 0.345 0.673 1.287
beta4_pH[11,7,1] 0.691 0.247 0.354 0.653 1.188
beta4_pH[12,7,1] 0.943 0.377 0.439 0.869 1.722
beta4_pH[13,7,1] 0.746 0.270 0.381 0.698 1.294
beta4_pH[14,7,1] 1.012 0.330 0.560 0.962 1.683
beta4_pH[15,7,1] 0.917 0.270 0.536 0.876 1.445
beta4_pH[16,7,1] 0.903 0.357 0.420 0.829 1.653
beta4_pH[1,8,1] 0.695 0.289 0.308 0.642 1.284
beta4_pH[2,8,1] 0.850 0.217 0.541 0.820 1.263
beta4_pH[3,8,1] 0.900 0.285 0.515 0.855 1.475
beta4_pH[4,8,1] 0.805 0.270 0.433 0.758 1.346
beta4_pH[5,8,1] 0.675 0.523 0.086 0.547 1.969
beta4_pH[6,8,1] 1.898 1.729 0.226 1.274 6.615
beta4_pH[7,8,1] 1.100 0.611 0.350 0.961 2.492
beta4_pH[8,8,1] 0.764 0.430 0.228 0.665 1.725
beta4_pH[9,8,1] 0.927 0.552 0.273 0.774 2.207
beta4_pH[10,8,1] 0.727 0.277 0.347 0.690 1.289
beta4_pH[11,8,1] 0.697 0.249 0.352 0.651 1.189
beta4_pH[12,8,1] 0.921 0.370 0.436 0.846 1.722
beta4_pH[13,8,1] 0.747 0.269 0.381 0.699 1.289
beta4_pH[14,8,1] 1.011 0.336 0.559 0.946 1.695
beta4_pH[15,8,1] 0.913 0.274 0.535 0.870 1.444
beta4_pH[16,8,1] 0.897 0.364 0.419 0.820 1.648
beta4_pH[1,9,1] 0.695 0.289 0.306 0.641 1.291
beta4_pH[2,9,1] 0.849 0.214 0.544 0.817 1.264
beta4_pH[3,9,1] 0.907 0.283 0.514 0.863 1.479
beta4_pH[4,9,1] 0.809 0.272 0.430 0.773 1.345
beta4_pH[5,9,1] 0.669 0.520 0.085 0.543 1.952
beta4_pH[6,9,1] 1.899 1.751 0.228 1.273 6.773
beta4_pH[7,9,1] 1.104 0.612 0.348 0.958 2.475
beta4_pH[8,9,1] 0.763 0.430 0.226 0.660 1.716
beta4_pH[9,9,1] 0.908 0.540 0.275 0.763 2.179
beta4_pH[10,9,1] 0.721 0.271 0.345 0.665 1.288
beta4_pH[11,9,1] 0.686 0.248 0.351 0.633 1.198
beta4_pH[12,9,1] 0.936 0.382 0.440 0.853 1.721
beta4_pH[13,9,1] 0.747 0.267 0.380 0.705 1.291
beta4_pH[14,9,1] 1.033 0.337 0.561 0.978 1.706
beta4_pH[15,9,1] 0.916 0.273 0.538 0.866 1.441
beta4_pH[16,9,1] 0.893 0.360 0.424 0.812 1.651
beta4_pH[1,10,1] 0.693 0.289 0.303 0.640 1.282
beta4_pH[2,10,1] 0.848 0.212 0.544 0.817 1.258
beta4_pH[3,10,1] 0.908 0.284 0.512 0.857 1.480
beta4_pH[4,10,1] 0.807 0.270 0.430 0.770 1.354
beta4_pH[5,10,1] 0.674 0.523 0.087 0.533 1.964
beta4_pH[6,10,1] 1.983 1.764 0.231 1.371 6.768
beta4_pH[7,10,1] 1.094 0.616 0.346 0.938 2.484
beta4_pH[8,10,1] 0.755 0.432 0.226 0.645 1.719
beta4_pH[9,10,1] 0.906 0.536 0.273 0.759 2.165
beta4_pH[10,10,1] 0.722 0.276 0.349 0.677 1.291
beta4_pH[11,10,1] 0.689 0.246 0.353 0.649 1.192
beta4_pH[12,10,1] 0.940 0.371 0.437 0.868 1.729
beta4_pH[13,10,1] 0.740 0.266 0.376 0.693 1.282
beta4_pH[14,10,1] 1.033 0.339 0.563 0.978 1.699
beta4_pH[15,10,1] 0.925 0.271 0.535 0.884 1.442
beta4_pH[16,10,1] 0.900 0.359 0.418 0.830 1.644
beta4_pH[1,11,1] 0.697 0.290 0.305 0.645 1.289
beta4_pH[2,11,1] 0.849 0.213 0.542 0.816 1.258
beta4_pH[3,11,1] 0.912 0.285 0.513 0.864 1.474
beta4_pH[4,11,1] 0.800 0.273 0.429 0.752 1.346
beta4_pH[5,11,1] 0.672 0.527 0.085 0.537 1.997
beta4_pH[6,11,1] 1.916 1.759 0.227 1.292 6.764
beta4_pH[7,11,1] 1.088 0.599 0.345 0.954 2.471
beta4_pH[8,11,1] 0.769 0.428 0.228 0.687 1.730
beta4_pH[9,11,1] 0.926 0.550 0.272 0.768 2.193
beta4_pH[10,11,1] 0.733 0.278 0.345 0.692 1.293
beta4_pH[11,11,1] 0.691 0.247 0.352 0.649 1.191
beta4_pH[12,11,1] 0.933 0.377 0.438 0.843 1.728
beta4_pH[13,11,1] 0.740 0.269 0.377 0.687 1.291
beta4_pH[14,11,1] 1.025 0.340 0.561 0.971 1.706
beta4_pH[15,11,1] 0.918 0.268 0.538 0.878 1.436
beta4_pH[16,11,1] 0.906 0.360 0.420 0.840 1.646
beta4_pH[1,12,1] 0.694 0.290 0.305 0.639 1.288
beta4_pH[2,12,1] 0.853 0.217 0.545 0.821 1.262
beta4_pH[3,12,1] 0.900 0.285 0.511 0.847 1.472
beta4_pH[4,12,1] 0.811 0.270 0.433 0.776 1.345
beta4_pH[5,12,1] 0.675 0.526 0.085 0.541 1.969
beta4_pH[6,12,1] 1.982 1.763 0.224 1.353 6.763
beta4_pH[7,12,1] 1.091 0.607 0.348 0.943 2.475
beta4_pH[8,12,1] 0.763 0.428 0.227 0.677 1.717
beta4_pH[9,12,1] 0.913 0.543 0.272 0.768 2.188
beta4_pH[10,12,1] 0.722 0.280 0.346 0.672 1.285
beta4_pH[11,12,1] 0.692 0.247 0.353 0.644 1.198
beta4_pH[12,12,1] 0.933 0.381 0.439 0.847 1.737
beta4_pH[13,12,1] 0.751 0.270 0.379 0.711 1.291
beta4_pH[14,12,1] 1.029 0.336 0.563 0.972 1.709
beta4_pH[15,12,1] 0.932 0.270 0.540 0.896 1.448
beta4_pH[16,12,1] 0.906 0.367 0.421 0.828 1.657
beta4_pH[1,13,1] 0.683 0.289 0.303 0.624 1.294
beta4_pH[2,13,1] 0.860 0.216 0.544 0.829 1.263
beta4_pH[3,13,1] 0.916 0.288 0.515 0.864 1.469
beta4_pH[4,13,1] 0.804 0.266 0.430 0.767 1.332
beta4_pH[5,13,1] 0.666 0.522 0.085 0.523 1.971
beta4_pH[6,13,1] 1.961 1.740 0.231 1.383 6.667
beta4_pH[7,13,1] 1.094 0.598 0.346 0.939 2.472
beta4_pH[8,13,1] 0.776 0.426 0.226 0.696 1.711
beta4_pH[9,13,1] 0.925 0.543 0.271 0.785 2.184
beta4_pH[10,13,1] 0.736 0.278 0.343 0.700 1.287
beta4_pH[11,13,1] 0.686 0.250 0.350 0.639 1.191
beta4_pH[12,13,1] 0.924 0.371 0.437 0.847 1.721
beta4_pH[13,13,1] 0.740 0.269 0.377 0.687 1.299
beta4_pH[14,13,1] 1.018 0.332 0.561 0.959 1.695
beta4_pH[15,13,1] 0.921 0.269 0.536 0.884 1.450
beta4_pH[16,13,1] 0.895 0.362 0.419 0.810 1.654
beta4_pH[1,14,1] 0.690 0.287 0.307 0.636 1.286
beta4_pH[2,14,1] 0.851 0.213 0.543 0.824 1.258
beta4_pH[3,14,1] 0.903 0.285 0.510 0.859 1.472
beta4_pH[4,14,1] 0.809 0.275 0.429 0.765 1.344
beta4_pH[5,14,1] 0.672 0.525 0.086 0.537 1.965
beta4_pH[6,14,1] 1.960 1.767 0.230 1.324 6.690
beta4_pH[7,14,1] 1.124 0.625 0.348 0.964 2.488
beta4_pH[8,14,1] 0.758 0.432 0.225 0.653 1.737
beta4_pH[9,14,1] 0.916 0.547 0.273 0.771 2.178
beta4_pH[10,14,1] 0.725 0.280 0.343 0.676 1.285
beta4_pH[11,14,1] 0.691 0.247 0.351 0.644 1.192
beta4_pH[12,14,1] 0.924 0.373 0.439 0.847 1.721
beta4_pH[13,14,1] 0.747 0.267 0.380 0.701 1.291
beta4_pH[14,14,1] 1.019 0.336 0.563 0.956 1.699
beta4_pH[15,14,1] 0.920 0.277 0.532 0.877 1.447
beta4_pH[16,14,1] 0.893 0.359 0.419 0.818 1.650
beta4_pH[1,15,1] 0.686 0.286 0.305 0.633 1.286
beta4_pH[2,15,1] 0.848 0.212 0.545 0.819 1.261
beta4_pH[3,15,1] 0.918 0.286 0.516 0.874 1.477
beta4_pH[4,15,1] 0.807 0.273 0.428 0.761 1.349
beta4_pH[5,15,1] 0.662 0.518 0.085 0.521 1.947
beta4_pH[6,15,1] 1.926 1.728 0.230 1.319 6.625
beta4_pH[7,15,1] 1.099 0.612 0.348 0.936 2.490
beta4_pH[8,15,1] 0.751 0.429 0.225 0.655 1.729
beta4_pH[9,15,1] 0.923 0.539 0.275 0.778 2.153
beta4_pH[10,15,1] 0.720 0.278 0.343 0.673 1.291
beta4_pH[11,15,1] 0.698 0.247 0.353 0.655 1.193
beta4_pH[12,15,1] 0.919 0.369 0.436 0.836 1.711
beta4_pH[13,15,1] 0.754 0.272 0.380 0.707 1.297
beta4_pH[14,15,1] 1.021 0.336 0.564 0.963 1.702
beta4_pH[15,15,1] 0.911 0.265 0.540 0.868 1.436
beta4_pH[16,15,1] 0.888 0.362 0.420 0.807 1.651
beta4_pH[1,16,1] 0.691 0.286 0.305 0.642 1.273
beta4_pH[2,16,1] 0.851 0.219 0.544 0.818 1.266
beta4_pH[3,16,1] 0.905 0.281 0.513 0.862 1.468
beta4_pH[4,16,1] 0.803 0.274 0.430 0.754 1.345
beta4_pH[5,16,1] 0.686 0.529 0.088 0.543 1.963
beta4_pH[6,16,1] 1.949 1.779 0.232 1.323 6.738
beta4_pH[7,16,1] 1.121 0.617 0.352 0.968 2.510
beta4_pH[8,16,1] 0.774 0.434 0.225 0.674 1.732
beta4_pH[9,16,1] 0.920 0.543 0.271 0.792 2.194
beta4_pH[10,16,1] 0.734 0.277 0.347 0.691 1.288
beta4_pH[11,16,1] 0.686 0.244 0.352 0.644 1.187
beta4_pH[12,16,1] 0.937 0.380 0.439 0.849 1.751
beta4_pH[13,16,1] 0.738 0.266 0.380 0.689 1.287
beta4_pH[14,16,1] 1.029 0.339 0.562 0.971 1.703
beta4_pH[15,16,1] 0.915 0.270 0.539 0.873 1.442
beta4_pH[16,16,1] 0.909 0.367 0.421 0.834 1.653
beta4_pH[1,17,1] 0.689 0.287 0.308 0.632 1.292
beta4_pH[2,17,1] 0.856 0.217 0.545 0.829 1.259
beta4_pH[3,17,1] 0.915 0.288 0.512 0.866 1.479
beta4_pH[4,17,1] 0.806 0.270 0.431 0.766 1.338
beta4_pH[5,17,1] 0.651 0.511 0.086 0.521 1.952
beta4_pH[6,17,1] 1.964 1.743 0.229 1.400 6.638
beta4_pH[7,17,1] 1.079 0.604 0.350 0.921 2.477
beta4_pH[8,17,1] 0.760 0.425 0.228 0.663 1.724
beta4_pH[9,17,1] 0.920 0.547 0.276 0.771 2.194
beta4_pH[10,17,1] 0.735 0.282 0.346 0.685 1.294
beta4_pH[11,17,1] 0.694 0.251 0.353 0.650 1.203
beta4_pH[12,17,1] 0.935 0.382 0.437 0.849 1.737
beta4_pH[13,17,1] 0.759 0.270 0.381 0.713 1.294
beta4_pH[14,17,1] 1.030 0.337 0.560 0.974 1.695
beta4_pH[15,17,1] 0.922 0.270 0.537 0.881 1.452
beta4_pH[16,17,1] 0.900 0.361 0.421 0.828 1.661
beta4_pH[1,18,1] 0.699 0.285 0.306 0.651 1.280
beta4_pH[2,18,1] 0.858 0.216 0.544 0.830 1.260
beta4_pH[3,18,1] 0.915 0.287 0.511 0.867 1.486
beta4_pH[4,18,1] 0.809 0.269 0.432 0.769 1.343
beta4_pH[5,18,1] 0.671 0.527 0.086 0.528 1.944
beta4_pH[6,18,1] 1.897 1.723 0.228 1.303 6.605
beta4_pH[7,18,1] 1.101 0.615 0.350 0.954 2.514
beta4_pH[8,18,1] 0.758 0.429 0.227 0.664 1.737
beta4_pH[9,18,1] 0.932 0.541 0.276 0.793 2.188
beta4_pH[10,18,1] 0.722 0.277 0.341 0.675 1.282
beta4_pH[11,18,1] 0.688 0.248 0.353 0.645 1.191
beta4_pH[12,18,1] 0.933 0.377 0.440 0.844 1.720
beta4_pH[13,18,1] 0.747 0.264 0.380 0.703 1.291
beta4_pH[14,18,1] 1.029 0.336 0.561 0.974 1.704
beta4_pH[15,18,1] 0.915 0.269 0.540 0.867 1.445
beta4_pH[16,18,1] 0.896 0.367 0.419 0.807 1.664
beta4_pH[1,19,1] 0.687 0.289 0.304 0.631 1.282
beta4_pH[2,19,1] 0.853 0.215 0.543 0.824 1.262
beta4_pH[3,19,1] 0.914 0.282 0.515 0.870 1.472
beta4_pH[4,19,1] 0.807 0.266 0.430 0.758 1.332
beta4_pH[5,19,1] 0.693 0.530 0.087 0.563 1.992
beta4_pH[6,19,1] 1.955 1.727 0.233 1.402 6.609
beta4_pH[7,19,1] 1.105 0.610 0.345 0.965 2.479
beta4_pH[8,19,1] 0.756 0.432 0.226 0.655 1.723
beta4_pH[9,19,1] 0.919 0.544 0.272 0.768 2.148
beta4_pH[10,19,1] 0.724 0.279 0.344 0.685 1.286
beta4_pH[11,19,1] 0.692 0.249 0.352 0.647 1.187
beta4_pH[12,19,1] 0.935 0.385 0.436 0.851 1.733
beta4_pH[13,19,1] 0.744 0.269 0.378 0.697 1.294
beta4_pH[14,19,1] 1.035 0.339 0.560 0.978 1.707
beta4_pH[15,19,1] 0.910 0.271 0.535 0.867 1.451
beta4_pH[16,19,1] 0.908 0.367 0.420 0.837 1.667
beta4_pH[1,20,1] 0.700 0.290 0.308 0.646 1.286
beta4_pH[2,20,1] 0.851 0.215 0.545 0.828 1.264
beta4_pH[3,20,1] 0.913 0.286 0.512 0.864 1.472
beta4_pH[4,20,1] 0.798 0.267 0.431 0.754 1.345
beta4_pH[5,20,1] 0.676 0.524 0.087 0.535 1.976
beta4_pH[6,20,1] 1.997 1.805 0.232 1.369 6.840
beta4_pH[7,20,1] 1.101 0.610 0.349 0.947 2.492
beta4_pH[8,20,1] 0.751 0.424 0.224 0.652 1.717
beta4_pH[9,20,1] 0.927 0.556 0.273 0.775 2.212
beta4_pH[10,20,1] 0.727 0.278 0.347 0.677 1.295
beta4_pH[11,20,1] 0.687 0.248 0.351 0.642 1.191
beta4_pH[12,20,1] 0.923 0.373 0.437 0.834 1.697
beta4_pH[13,20,1] 0.745 0.268 0.381 0.698 1.289
beta4_pH[14,20,1] 1.031 0.341 0.564 0.968 1.707
beta4_pH[15,20,1] 0.920 0.269 0.543 0.875 1.446
beta4_pH[16,20,1] 0.905 0.367 0.422 0.829 1.670
beta4_pH[1,21,1] 0.691 0.288 0.306 0.639 1.292
beta4_pH[2,21,1] 0.857 0.215 0.545 0.826 1.263
beta4_pH[3,21,1] 0.917 0.283 0.513 0.868 1.465
beta4_pH[4,21,1] 0.801 0.263 0.432 0.764 1.331
beta4_pH[5,21,1] 0.668 0.518 0.086 0.527 1.949
beta4_pH[6,21,1] 1.922 1.733 0.231 1.317 6.609
beta4_pH[7,21,1] 1.110 0.614 0.342 0.964 2.504
beta4_pH[8,21,1] 0.753 0.429 0.224 0.655 1.710
beta4_pH[9,21,1] 0.926 0.541 0.275 0.786 2.172
beta4_pH[10,21,1] 0.718 0.274 0.345 0.671 1.290
beta4_pH[11,21,1] 0.681 0.246 0.350 0.633 1.200
beta4_pH[12,21,1] 0.916 0.369 0.436 0.830 1.701
beta4_pH[13,21,1] 0.743 0.272 0.379 0.696 1.292
beta4_pH[14,21,1] 1.036 0.337 0.562 0.987 1.708
beta4_pH[15,21,1] 0.924 0.270 0.540 0.887 1.439
beta4_pH[16,21,1] 0.900 0.361 0.419 0.827 1.658
beta4_pH[1,22,1] 0.689 0.291 0.304 0.634 1.284
beta4_pH[2,22,1] 0.855 0.215 0.546 0.825 1.262
beta4_pH[3,22,1] 0.913 0.287 0.510 0.866 1.479
beta4_pH[4,22,1] 0.804 0.268 0.426 0.764 1.347
beta4_pH[5,22,1] 0.670 0.522 0.083 0.540 1.957
beta4_pH[6,22,1] 1.978 1.765 0.224 1.355 6.747
beta4_pH[7,22,1] 1.107 0.623 0.349 0.951 2.517
beta4_pH[8,22,1] 0.768 0.436 0.227 0.663 1.728
beta4_pH[9,22,1] 0.947 0.558 0.276 0.791 2.188
beta4_pH[10,22,1] 0.727 0.278 0.346 0.685 1.281
beta4_pH[11,22,1] 0.694 0.248 0.352 0.651 1.194
beta4_pH[12,22,1] 0.936 0.380 0.439 0.850 1.728
beta4_pH[13,22,1] 0.748 0.269 0.380 0.702 1.288
beta4_pH[14,22,1] 1.032 0.339 0.559 0.977 1.703
beta4_pH[15,22,1] 0.923 0.271 0.538 0.878 1.449
beta4_pH[16,22,1] 0.894 0.358 0.418 0.832 1.642
beta4_pH[1,23,1] 0.704 0.296 0.305 0.648 1.301
beta4_pH[2,23,1] 0.843 0.216 0.541 0.814 1.266
beta4_pH[3,23,1] 0.916 0.284 0.515 0.876 1.474
beta4_pH[4,23,1] 0.799 0.269 0.431 0.759 1.333
beta4_pH[5,23,1] 0.678 0.529 0.086 0.550 1.967
beta4_pH[6,23,1] 1.992 1.791 0.227 1.374 6.734
beta4_pH[7,23,1] 1.090 0.598 0.349 0.959 2.464
beta4_pH[8,23,1] 0.762 0.434 0.225 0.671 1.724
beta4_pH[9,23,1] 0.946 0.553 0.278 0.794 2.190
beta4_pH[10,23,1] 0.731 0.278 0.345 0.688 1.294
beta4_pH[11,23,1] 0.695 0.249 0.352 0.657 1.190
beta4_pH[12,23,1] 0.940 0.381 0.438 0.853 1.732
beta4_pH[13,23,1] 0.750 0.270 0.382 0.699 1.291
beta4_pH[14,23,1] 1.028 0.337 0.562 0.972 1.706
beta4_pH[15,23,1] 0.920 0.271 0.539 0.884 1.443
beta4_pH[16,23,1] 0.889 0.358 0.419 0.806 1.658
beta4_pH[1,24,1] 0.689 0.291 0.305 0.633 1.292
beta4_pH[2,24,1] 0.851 0.215 0.544 0.826 1.261
beta4_pH[3,24,1] 0.907 0.285 0.512 0.859 1.472
beta4_pH[4,24,1] 0.808 0.268 0.430 0.772 1.343
beta4_pH[5,24,1] 0.673 0.520 0.086 0.545 1.941
beta4_pH[6,24,1] 1.949 1.739 0.229 1.348 6.658
beta4_pH[7,24,1] 1.108 0.610 0.353 0.946 2.500
beta4_pH[8,24,1] 0.765 0.425 0.226 0.675 1.723
beta4_pH[9,24,1] 0.925 0.543 0.274 0.773 2.191
beta4_pH[10,24,1] 0.716 0.274 0.344 0.667 1.280
beta4_pH[11,24,1] 0.682 0.243 0.353 0.632 1.189
beta4_pH[12,24,1] 0.922 0.377 0.435 0.833 1.730
beta4_pH[13,24,1] 0.748 0.268 0.380 0.703 1.288
beta4_pH[14,24,1] 1.028 0.331 0.565 0.976 1.709
beta4_pH[15,24,1] 0.910 0.265 0.537 0.876 1.432
beta4_pH[16,24,1] 0.893 0.358 0.421 0.822 1.634
beta4_pH[1,25,1] 0.684 0.288 0.305 0.627 1.276
beta4_pH[2,25,1] 0.845 0.215 0.541 0.815 1.259
beta4_pH[3,25,1] 0.907 0.286 0.512 0.863 1.478
beta4_pH[4,25,1] 0.818 0.274 0.431 0.779 1.354
beta4_pH[5,25,1] 0.680 0.535 0.084 0.536 1.991
beta4_pH[6,25,1] 1.955 1.759 0.228 1.354 6.751
beta4_pH[7,25,1] 1.096 0.612 0.348 0.945 2.503
beta4_pH[8,25,1] 0.768 0.430 0.226 0.675 1.734
beta4_pH[9,25,1] 0.914 0.537 0.272 0.775 2.186
beta4_pH[10,25,1] 0.730 0.278 0.347 0.683 1.296
beta4_pH[11,25,1] 0.688 0.246 0.355 0.639 1.191
beta4_pH[12,25,1] 0.918 0.376 0.438 0.824 1.727
beta4_pH[13,25,1] 0.746 0.270 0.380 0.700 1.297
beta4_pH[14,25,1] 1.025 0.339 0.560 0.968 1.700
beta4_pH[15,25,1] 0.924 0.272 0.540 0.887 1.450
beta4_pH[16,25,1] 0.904 0.357 0.420 0.839 1.656
beta4_pH[1,26,1] 0.692 0.287 0.308 0.634 1.283
beta4_pH[2,26,1] 0.847 0.213 0.545 0.813 1.258
beta4_pH[3,26,1] 0.925 0.289 0.516 0.882 1.476
beta4_pH[4,26,1] 0.814 0.272 0.433 0.775 1.351
beta4_pH[5,26,1] 0.649 0.520 0.087 0.505 1.993
beta4_pH[6,26,1] 1.923 1.737 0.231 1.334 6.685
beta4_pH[7,26,1] 1.097 0.601 0.351 0.953 2.464
beta4_pH[8,26,1] 0.768 0.431 0.225 0.681 1.739
beta4_pH[9,26,1] 0.923 0.552 0.273 0.772 2.195
beta4_pH[10,26,1] 0.720 0.275 0.344 0.671 1.287
beta4_pH[11,26,1] 0.690 0.246 0.352 0.646 1.180
beta4_pH[12,26,1] 0.920 0.375 0.435 0.836 1.731
beta4_pH[13,26,1] 0.748 0.265 0.377 0.704 1.289
beta4_pH[14,26,1] 1.041 0.341 0.559 0.989 1.710
beta4_pH[15,26,1] 0.918 0.272 0.538 0.874 1.447
beta4_pH[16,26,1] 0.895 0.361 0.421 0.819 1.655
beta4_pH[1,27,1] 0.691 0.289 0.303 0.638 1.281
beta4_pH[2,27,1] 0.852 0.214 0.545 0.821 1.263
beta4_pH[3,27,1] 0.917 0.286 0.513 0.876 1.474
beta4_pH[4,27,1] 0.812 0.270 0.428 0.775 1.337
beta4_pH[5,27,1] 0.678 0.533 0.086 0.541 1.982
beta4_pH[6,27,1] 1.933 1.748 0.228 1.327 6.721
beta4_pH[7,27,1] 1.100 0.602 0.353 0.959 2.489
beta4_pH[8,27,1] 0.758 0.434 0.226 0.659 1.733
beta4_pH[9,27,1] 0.914 0.544 0.275 0.758 2.181
beta4_pH[10,27,1] 0.721 0.279 0.345 0.675 1.295
beta4_pH[11,27,1] 0.683 0.246 0.351 0.643 1.185
beta4_pH[12,27,1] 0.914 0.372 0.441 0.822 1.731
beta4_pH[13,27,1] 0.750 0.269 0.379 0.705 1.293
beta4_pH[14,27,1] 1.015 0.336 0.560 0.953 1.709
beta4_pH[15,27,1] 0.922 0.267 0.541 0.893 1.439
beta4_pH[16,27,1] 0.898 0.361 0.419 0.825 1.649
beta4_pH[1,28,1] 0.692 0.288 0.306 0.643 1.293
beta4_pH[2,28,1] 0.854 0.217 0.542 0.821 1.267
beta4_pH[3,28,1] 0.914 0.285 0.514 0.874 1.477
beta4_pH[4,28,1] 0.805 0.273 0.434 0.759 1.344
beta4_pH[5,28,1] 0.681 0.525 0.086 0.540 1.946
beta4_pH[6,28,1] 1.951 1.757 0.231 1.334 6.662
beta4_pH[7,28,1] 1.087 0.603 0.346 0.944 2.493
beta4_pH[8,28,1] 0.762 0.427 0.228 0.669 1.712
beta4_pH[9,28,1] 0.918 0.549 0.275 0.773 2.204
beta4_pH[10,28,1] 0.727 0.281 0.346 0.680 1.294
beta4_pH[11,28,1] 0.689 0.248 0.352 0.643 1.198
beta4_pH[12,28,1] 0.933 0.383 0.438 0.845 1.732
beta4_pH[13,28,1] 0.742 0.266 0.378 0.693 1.288
beta4_pH[14,28,1] 1.037 0.334 0.565 0.982 1.701
beta4_pH[15,28,1] 0.918 0.268 0.537 0.866 1.446
beta4_pH[16,28,1] 0.887 0.356 0.417 0.815 1.642
beta4_pH[1,29,1] 0.694 0.290 0.305 0.638 1.296
beta4_pH[2,29,1] 0.848 0.214 0.543 0.819 1.261
beta4_pH[3,29,1] 0.913 0.284 0.511 0.874 1.475
beta4_pH[4,29,1] 0.813 0.273 0.431 0.766 1.344
beta4_pH[5,29,1] 0.689 0.538 0.084 0.548 1.977
beta4_pH[6,29,1] 1.987 1.766 0.233 1.372 6.718
beta4_pH[7,29,1] 1.095 0.610 0.344 0.941 2.472
beta4_pH[8,29,1] 0.766 0.436 0.224 0.667 1.737
beta4_pH[9,29,1] 0.928 0.543 0.274 0.783 2.179
beta4_pH[10,29,1] 0.723 0.278 0.348 0.677 1.295
beta4_pH[11,29,1] 0.694 0.251 0.351 0.652 1.182
beta4_pH[12,29,1] 0.914 0.377 0.435 0.822 1.729
beta4_pH[13,29,1] 0.753 0.271 0.379 0.708 1.292
beta4_pH[14,29,1] 1.030 0.334 0.561 0.976 1.705
beta4_pH[15,29,1] 0.921 0.270 0.535 0.886 1.445
beta4_pH[16,29,1] 0.896 0.355 0.419 0.836 1.646
beta4_pH[1,30,1] 0.683 0.284 0.307 0.623 1.282
beta4_pH[2,30,1] 0.853 0.214 0.545 0.825 1.260
beta4_pH[3,30,1] 0.916 0.281 0.513 0.877 1.470
beta4_pH[4,30,1] 0.816 0.271 0.431 0.778 1.350
beta4_pH[5,30,1] 0.667 0.524 0.088 0.534 1.946
beta4_pH[6,30,1] 1.991 1.796 0.227 1.354 6.738
beta4_pH[7,30,1] 1.092 0.610 0.347 0.936 2.495
beta4_pH[8,30,1] 0.760 0.419 0.227 0.677 1.703
beta4_pH[9,30,1] 0.931 0.541 0.275 0.801 2.171
beta4_pH[10,30,1] 0.724 0.275 0.348 0.670 1.293
beta4_pH[11,30,1] 0.696 0.248 0.351 0.651 1.189
beta4_pH[12,30,1] 0.932 0.379 0.441 0.847 1.734
beta4_pH[13,30,1] 0.747 0.269 0.379 0.707 1.294
beta4_pH[14,30,1] 1.023 0.332 0.557 0.970 1.693
beta4_pH[15,30,1] 0.919 0.271 0.538 0.884 1.442
beta4_pH[16,30,1] 0.896 0.360 0.417 0.822 1.657
beta4_pH[1,31,1] 0.692 0.284 0.304 0.640 1.274
beta4_pH[2,31,1] 0.855 0.215 0.543 0.830 1.263
beta4_pH[3,31,1] 0.911 0.286 0.513 0.863 1.472
beta4_pH[4,31,1] 0.793 0.266 0.430 0.750 1.329
beta4_pH[5,31,1] 0.660 0.517 0.087 0.520 1.984
beta4_pH[6,31,1] 1.959 1.755 0.226 1.348 6.623
beta4_pH[7,31,1] 1.083 0.604 0.348 0.926 2.482
beta4_pH[8,31,1] 0.744 0.423 0.225 0.645 1.731
beta4_pH[9,31,1] 0.920 0.542 0.275 0.781 2.176
beta4_pH[10,31,1] 0.721 0.273 0.344 0.678 1.280
beta4_pH[11,31,1] 0.701 0.249 0.354 0.671 1.195
beta4_pH[12,31,1] 0.935 0.378 0.437 0.864 1.740
beta4_pH[13,31,1] 0.750 0.270 0.379 0.703 1.292
beta4_pH[14,31,1] 1.024 0.337 0.560 0.967 1.698
beta4_pH[15,31,1] 0.922 0.271 0.538 0.882 1.442
beta4_pH[16,31,1] 0.913 0.369 0.421 0.838 1.673
beta4_pH[1,32,1] 0.689 0.287 0.305 0.637 1.279
beta4_pH[2,32,1] 0.854 0.214 0.544 0.827 1.261
beta4_pH[3,32,1] 0.913 0.285 0.513 0.869 1.465
beta4_pH[4,32,1] 0.806 0.268 0.430 0.765 1.340
beta4_pH[5,32,1] 0.674 0.535 0.087 0.527 2.008
beta4_pH[6,32,1] 1.964 1.753 0.230 1.362 6.586
beta4_pH[7,32,1] 1.081 0.601 0.347 0.931 2.480
beta4_pH[8,32,1] 0.767 0.429 0.225 0.678 1.723
beta4_pH[9,32,1] 0.928 0.548 0.274 0.781 2.189
beta4_pH[10,32,1] 0.721 0.273 0.345 0.674 1.282
beta4_pH[11,32,1] 0.690 0.248 0.352 0.641 1.188
beta4_pH[12,32,1] 0.936 0.371 0.438 0.868 1.714
beta4_pH[13,32,1] 0.743 0.264 0.383 0.698 1.283
beta4_pH[14,32,1] 1.039 0.345 0.562 0.985 1.711
beta4_pH[15,32,1] 0.920 0.268 0.537 0.881 1.441
beta4_pH[16,32,1] 0.914 0.364 0.421 0.841 1.650
beta4_pH[1,33,1] 0.691 0.288 0.305 0.641 1.281
beta4_pH[2,33,1] 0.853 0.212 0.543 0.827 1.248
beta4_pH[3,33,1] 0.916 0.285 0.513 0.875 1.471
beta4_pH[4,33,1] 0.811 0.271 0.432 0.771 1.348
beta4_pH[5,33,1] 0.676 0.538 0.088 0.519 2.002
beta4_pH[6,33,1] 1.889 1.737 0.229 1.292 6.635
beta4_pH[7,33,1] 1.111 0.612 0.345 0.968 2.483
beta4_pH[8,33,1] 0.778 0.436 0.228 0.678 1.730
beta4_pH[9,33,1] 0.934 0.554 0.278 0.785 2.169
beta4_pH[10,33,1] 0.738 0.278 0.347 0.698 1.288
beta4_pH[11,33,1] 0.694 0.246 0.353 0.656 1.193
beta4_pH[12,33,1] 0.924 0.377 0.439 0.834 1.736
beta4_pH[13,33,1] 0.743 0.272 0.381 0.692 1.294
beta4_pH[14,33,1] 1.022 0.335 0.560 0.955 1.696
beta4_pH[15,33,1] 0.921 0.271 0.537 0.887 1.440
beta4_pH[16,33,1] 0.917 0.367 0.419 0.848 1.652
beta4_pH[1,34,1] 0.696 0.282 0.307 0.648 1.273
beta4_pH[2,34,1] 0.851 0.213 0.544 0.826 1.260
beta4_pH[3,34,1] 0.911 0.289 0.510 0.865 1.476
beta4_pH[4,34,1] 0.818 0.271 0.435 0.778 1.353
beta4_pH[5,34,1] 0.658 0.512 0.087 0.527 1.917
beta4_pH[6,34,1] 1.918 1.707 0.232 1.326 6.586
beta4_pH[7,34,1] 1.089 0.594 0.348 0.958 2.457
beta4_pH[8,34,1] 0.766 0.432 0.226 0.672 1.715
beta4_pH[9,34,1] 0.915 0.545 0.276 0.764 2.190
beta4_pH[10,34,1] 0.742 0.285 0.347 0.695 1.296
beta4_pH[11,34,1] 0.688 0.247 0.353 0.644 1.193
beta4_pH[12,34,1] 0.922 0.380 0.440 0.827 1.738
beta4_pH[13,34,1] 0.754 0.272 0.382 0.706 1.291
beta4_pH[14,34,1] 1.034 0.334 0.564 0.980 1.710
beta4_pH[15,34,1] 0.920 0.271 0.536 0.879 1.448
beta4_pH[16,34,1] 0.895 0.355 0.421 0.829 1.644
beta4_pH[1,35,1] 0.417 0.148 0.201 0.392 0.772
beta4_pH[2,35,1] 0.784 0.086 0.632 0.778 0.974
beta4_pH[3,35,1] 1.032 0.165 0.745 1.020 1.379
beta4_pH[4,35,1] 0.591 0.221 0.267 0.552 1.128
beta4_pH[5,35,1] 0.122 0.088 0.026 0.098 0.367
beta4_pH[6,35,1] 0.741 0.622 0.124 0.562 2.430
beta4_pH[7,35,1] 2.311 1.880 0.443 1.791 7.356
beta4_pH[8,35,1] 0.520 0.261 0.185 0.465 1.175
beta4_pH[9,35,1] 0.606 0.555 0.102 0.457 1.958
beta4_pH[10,35,1] 0.632 0.135 0.407 0.617 0.951
beta4_pH[11,35,1] 0.756 0.195 0.450 0.733 1.201
beta4_pH[12,35,1] 1.449 0.954 0.346 1.202 3.980
beta4_pH[13,35,1] 0.724 0.107 0.534 0.716 0.959
beta4_pH[14,35,1] 0.799 0.267 0.402 0.754 1.456
beta4_pH[15,35,1] 0.874 0.117 0.668 0.869 1.118
beta4_pH[16,35,1] 0.592 0.268 0.232 0.535 1.248
beta4_pH[1,36,1] 0.921 0.205 0.574 0.898 1.361
beta4_pH[2,36,1] 0.858 0.109 0.668 0.851 1.093
beta4_pH[3,36,1] 0.876 0.152 0.614 0.863 1.206
beta4_pH[4,36,1] 0.768 0.239 0.402 0.737 1.319
beta4_pH[5,36,1] 0.662 0.734 0.069 0.448 2.552
beta4_pH[6,36,1] 5.828 4.198 0.779 4.624 16.650
beta4_pH[7,36,1] 1.130 0.626 0.365 0.987 2.688
beta4_pH[8,36,1] 0.907 0.379 0.368 0.842 1.863
beta4_pH[9,36,1] 0.544 0.388 0.124 0.446 1.565
beta4_pH[10,36,1] 0.459 0.125 0.264 0.442 0.744
beta4_pH[11,36,1] 0.555 0.110 0.370 0.543 0.799
beta4_pH[12,36,1] 0.849 0.471 0.279 0.739 2.090
beta4_pH[13,36,1] 0.792 0.131 0.566 0.781 1.083
beta4_pH[14,36,1] 1.255 0.458 0.608 1.175 2.400
beta4_pH[15,36,1] 0.954 0.133 0.718 0.946 1.237
beta4_pH[16,36,1] 1.031 0.397 0.471 0.958 1.998
beta4_pH[1,37,1] 0.768 0.181 0.472 0.747 1.183
beta4_pH[2,37,1] 0.771 0.087 0.613 0.767 0.961
beta4_pH[3,37,1] 0.904 0.131 0.670 0.893 1.189
beta4_pH[4,37,1] 0.753 0.229 0.408 0.715 1.277
beta4_pH[5,37,1] 1.065 1.165 0.120 0.697 4.344
beta4_pH[6,37,1] 2.004 2.010 0.254 1.392 7.783
beta4_pH[7,37,1] 1.217 0.795 0.302 1.026 3.203
beta4_pH[8,37,1] 0.972 0.400 0.404 0.895 1.943
beta4_pH[9,37,1] 1.808 1.917 0.217 1.181 7.446
beta4_pH[10,37,1] 0.769 0.153 0.509 0.756 1.116
beta4_pH[11,37,1] 0.843 0.175 0.548 0.824 1.232
beta4_pH[12,37,1] 0.800 0.521 0.205 0.669 2.187
beta4_pH[13,37,1] 0.620 0.094 0.459 0.613 0.824
beta4_pH[14,37,1] 1.006 0.374 0.468 0.935 1.881
beta4_pH[15,37,1] 0.703 0.100 0.528 0.697 0.915
beta4_pH[16,37,1] 0.612 0.187 0.320 0.588 1.050
beta4_pH[1,38,1] 0.737 0.154 0.475 0.721 1.080
beta4_pH[2,38,1] 0.710 0.080 0.568 0.707 0.883
beta4_pH[3,38,1] 0.896 0.160 0.628 0.881 1.244
beta4_pH[4,38,1] 0.898 0.243 0.513 0.860 1.460
beta4_pH[5,38,1] 0.522 0.475 0.103 0.399 1.661
beta4_pH[6,38,1] 1.634 1.864 0.122 1.028 7.099
beta4_pH[7,38,1] 0.511 0.319 0.143 0.434 1.398
beta4_pH[8,38,1] 0.763 0.305 0.332 0.703 1.536
beta4_pH[9,38,1] 1.571 1.133 0.375 1.266 4.621
beta4_pH[10,38,1] 0.722 0.159 0.455 0.709 1.072
beta4_pH[11,38,1] 0.533 0.136 0.320 0.516 0.840
beta4_pH[12,38,1] 0.780 0.518 0.207 0.656 2.031
beta4_pH[13,38,1] 0.910 0.182 0.603 0.894 1.305
beta4_pH[14,38,1] 1.138 0.444 0.501 1.060 2.215
beta4_pH[15,38,1] 0.847 0.097 0.674 0.842 1.048
beta4_pH[16,38,1] 0.821 0.340 0.338 0.759 1.679
beta4_pH[1,39,1] 0.699 0.142 0.462 0.684 1.011
beta4_pH[2,39,1] 0.869 0.104 0.684 0.863 1.087
beta4_pH[3,39,1] 0.840 0.119 0.622 0.831 1.094
beta4_pH[4,39,1] 0.842 0.275 0.429 0.802 1.495
beta4_pH[5,39,1] 1.103 1.229 0.134 0.734 4.468
beta4_pH[6,39,1] 0.483 0.617 0.039 0.283 2.256
beta4_pH[7,39,1] 1.885 1.649 0.299 1.354 6.410
beta4_pH[8,39,1] 1.380 0.770 0.444 1.210 3.300
beta4_pH[9,39,1] 1.998 1.625 0.367 1.518 6.431
beta4_pH[10,39,1] 0.756 0.209 0.428 0.725 1.236
beta4_pH[11,39,1] 0.695 0.175 0.415 0.672 1.086
beta4_pH[12,39,1] 0.789 0.469 0.234 0.680 2.000
beta4_pH[13,39,1] 0.725 0.121 0.514 0.716 0.986
beta4_pH[14,39,1] 0.975 0.367 0.444 0.909 1.859
beta4_pH[15,39,1] 0.992 0.108 0.798 0.986 1.221
beta4_pH[16,39,1] 0.852 0.344 0.368 0.790 1.676
beta4_pH[1,40,1] 0.777 0.134 0.541 0.769 1.062
beta4_pH[2,40,1] 0.766 0.087 0.610 0.760 0.947
beta4_pH[3,40,1] 0.923 0.142 0.679 0.916 1.232
beta4_pH[4,40,1] 0.889 0.211 0.553 0.860 1.370
beta4_pH[5,40,1] 0.323 0.226 0.073 0.265 0.924
beta4_pH[6,40,1] 1.991 1.949 0.230 1.383 7.450
beta4_pH[7,40,1] 1.571 1.300 0.259 1.204 5.303
beta4_pH[8,40,1] 0.355 0.269 0.072 0.284 1.059
beta4_pH[9,40,1] 0.514 0.512 0.071 0.366 1.733
beta4_pH[10,40,1] 0.909 0.238 0.528 0.883 1.454
beta4_pH[11,40,1] 0.465 0.112 0.284 0.451 0.718
beta4_pH[12,40,1] 0.643 0.377 0.191 0.547 1.685
beta4_pH[13,40,1] 0.784 0.123 0.569 0.773 1.048
beta4_pH[14,40,1] 0.765 0.260 0.383 0.722 1.400
beta4_pH[15,40,1] 0.838 0.093 0.673 0.832 1.034
beta4_pH[16,40,1] 1.157 0.479 0.476 1.084 2.288
beta4_pH[1,41,1] 0.612 0.134 0.400 0.594 0.928
beta4_pH[2,41,1] 0.787 0.100 0.609 0.780 0.997
beta4_pH[3,41,1] 0.882 0.147 0.623 0.872 1.192
beta4_pH[4,41,1] 0.865 0.377 0.351 0.790 1.773
beta4_pH[5,41,1] 1.449 0.830 0.436 1.253 3.679
beta4_pH[6,41,1] 3.049 3.125 0.291 2.018 12.642
beta4_pH[7,41,1] 0.825 0.512 0.243 0.704 2.118
beta4_pH[8,41,1] 1.206 0.766 0.334 1.039 3.063
beta4_pH[9,41,1] 0.520 0.658 0.053 0.338 2.043
beta4_pH[10,41,1] 0.776 0.175 0.495 0.755 1.162
beta4_pH[11,41,1] 0.851 0.238 0.482 0.821 1.405
beta4_pH[12,41,1] 0.963 0.470 0.338 0.877 2.078
beta4_pH[13,41,1] 0.697 0.112 0.506 0.689 0.940
beta4_pH[14,41,1] 1.120 0.343 0.587 1.069 1.933
beta4_pH[15,41,1] 0.785 0.098 0.614 0.780 0.999
beta4_pH[16,41,1] 0.937 0.434 0.348 0.842 2.017
beta4_pH[1,42,1] 0.672 0.141 0.436 0.662 0.985
beta4_pH[2,42,1] 0.784 0.096 0.616 0.775 0.988
beta4_pH[3,42,1] 0.797 0.154 0.539 0.781 1.122
beta4_pH[4,42,1] 0.984 0.314 0.514 0.943 1.703
beta4_pH[5,42,1] 1.465 1.749 0.156 0.954 5.794
beta4_pH[6,42,1] 0.346 0.262 0.067 0.276 1.061
beta4_pH[7,42,1] 0.984 0.615 0.275 0.835 2.577
beta4_pH[8,42,1] 0.769 0.329 0.317 0.708 1.572
beta4_pH[9,42,1] 0.796 0.607 0.172 0.637 2.362
beta4_pH[10,42,1] 0.914 0.207 0.580 0.890 1.378
beta4_pH[11,42,1] 0.645 0.141 0.413 0.630 0.960
beta4_pH[12,42,1] 0.836 0.392 0.326 0.768 1.800
beta4_pH[13,42,1] 0.518 0.160 0.272 0.494 0.891
beta4_pH[14,42,1] 0.904 0.319 0.433 0.852 1.650
beta4_pH[15,42,1] 0.922 0.093 0.758 0.917 1.118
beta4_pH[16,42,1] 0.564 0.203 0.270 0.530 1.029
beta4_pH[1,43,1] 0.805 0.197 0.494 0.779 1.271
beta4_pH[2,43,1] 0.757 0.082 0.608 0.756 0.926
beta4_pH[3,43,1] 0.668 0.095 0.501 0.662 0.873
beta4_pH[4,43,1] 0.836 0.276 0.417 0.793 1.490
beta4_pH[5,43,1] 1.607 0.770 0.605 1.447 3.578
beta4_pH[6,43,1] 1.138 0.916 0.216 0.868 3.579
beta4_pH[7,43,1] 0.709 0.582 0.126 0.542 2.399
beta4_pH[8,43,1] 0.643 0.277 0.255 0.594 1.336
beta4_pH[9,43,1] 1.126 0.998 0.183 0.831 3.876
beta4_pH[10,43,1] 0.680 0.146 0.439 0.664 1.008
beta4_pH[11,43,1] 0.640 0.134 0.415 0.627 0.939
beta4_pH[12,43,1] 0.774 0.382 0.275 0.694 1.688
beta4_pH[13,43,1] 0.585 0.117 0.392 0.576 0.842
beta4_pH[14,43,1] 1.099 0.341 0.569 1.051 1.900
beta4_pH[15,43,1] 0.852 0.103 0.669 0.846 1.075
beta4_pH[16,43,1] 1.234 0.464 0.569 1.159 2.326
beta4_pH[1,44,1] 0.612 0.164 0.352 0.591 0.992
beta4_pH[2,44,1] 0.704 0.081 0.559 0.699 0.878
beta4_pH[3,44,1] 0.634 0.102 0.463 0.627 0.856
beta4_pH[4,44,1] 0.834 0.211 0.491 0.810 1.314
beta4_pH[5,44,1] 1.243 0.607 0.469 1.126 2.751
beta4_pH[6,44,1] 1.276 1.476 0.125 0.828 5.045
beta4_pH[7,44,1] 1.184 0.651 0.360 1.033 2.835
beta4_pH[8,44,1] 0.452 0.306 0.113 0.378 1.269
beta4_pH[9,44,1] 0.978 0.886 0.167 0.725 3.416
beta4_pH[10,44,1] 0.630 0.156 0.379 0.610 0.979
beta4_pH[11,44,1] 0.357 0.125 0.174 0.338 0.653
beta4_pH[12,44,1] 0.596 0.310 0.200 0.530 1.406
beta4_pH[13,44,1] 0.543 0.101 0.370 0.536 0.770
beta4_pH[14,44,1] 0.687 0.182 0.395 0.667 1.083
beta4_pH[15,44,1] 0.645 0.084 0.502 0.640 0.821
beta4_pH[16,44,1] 0.439 0.198 0.173 0.399 0.936
beta4_pH[1,45,1] 0.794 0.193 0.492 0.766 1.249
beta4_pH[2,45,1] 0.707 0.089 0.552 0.700 0.896
beta4_pH[3,45,1] 0.767 0.142 0.528 0.752 1.086
beta4_pH[4,45,1] 0.748 0.189 0.444 0.725 1.178
beta4_pH[5,45,1] 0.993 1.238 0.097 0.633 4.093
beta4_pH[6,45,1] 1.236 1.210 0.184 0.862 4.563
beta4_pH[7,45,1] 0.688 0.572 0.127 0.524 2.279
beta4_pH[8,45,1] 1.196 0.523 0.480 1.077 2.482
beta4_pH[9,45,1] 0.105 0.135 0.010 0.066 0.436
beta4_pH[10,45,1] 0.859 0.211 0.523 0.828 1.328
beta4_pH[11,45,1] 0.471 0.104 0.299 0.461 0.699
beta4_pH[12,45,1] 0.776 0.352 0.313 0.703 1.675
beta4_pH[13,45,1] 0.461 0.075 0.333 0.454 0.625
beta4_pH[14,45,1] 0.750 0.182 0.453 0.732 1.158
beta4_pH[15,45,1] 0.509 0.072 0.381 0.504 0.661
beta4_pH[16,45,1] 0.268 0.164 0.072 0.231 0.679
beta4_pH[1,46,1] 0.800 0.163 0.528 0.781 1.165
beta4_pH[2,46,1] 0.676 0.094 0.505 0.672 0.873
beta4_pH[3,46,1] 0.757 0.114 0.563 0.748 1.013
beta4_pH[4,46,1] 0.875 0.320 0.403 0.825 1.653
beta4_pH[5,46,1] 1.125 0.607 0.353 0.997 2.574
beta4_pH[6,46,1] 1.437 1.738 0.103 0.875 6.447
beta4_pH[7,46,1] 1.663 1.294 0.346 1.328 4.986
beta4_pH[8,46,1] 1.080 0.511 0.417 0.978 2.324
beta4_pH[9,46,1] 1.599 1.514 0.235 1.158 5.681
beta4_pH[10,46,1] 0.662 0.175 0.391 0.638 1.050
beta4_pH[11,46,1] 0.701 0.158 0.440 0.687 1.060
beta4_pH[12,46,1] 1.137 0.567 0.387 1.011 2.588
beta4_pH[13,46,1] 0.597 0.175 0.326 0.574 1.026
beta4_pH[14,46,1] 0.977 0.343 0.472 0.922 1.799
beta4_pH[15,46,1] 0.623 0.075 0.493 0.619 0.781
beta4_pH[16,46,1] 0.622 0.281 0.249 0.566 1.316
beta4_pH[1,47,1] 0.629 0.147 0.393 0.611 0.968
beta4_pH[2,47,1] 0.766 0.112 0.572 0.757 1.010
beta4_pH[3,47,1] 0.771 0.114 0.571 0.762 1.019
beta4_pH[4,47,1] 0.544 0.229 0.232 0.499 1.101
beta4_pH[5,47,1] 0.114 0.087 0.024 0.091 0.343
beta4_pH[6,47,1] 0.183 0.129 0.043 0.150 0.507
beta4_pH[7,47,1] 0.493 0.428 0.085 0.367 1.691
beta4_pH[8,47,1] 0.855 0.581 0.214 0.688 2.363
beta4_pH[9,47,1] 0.482 0.628 0.038 0.287 2.147
beta4_pH[10,47,1] 0.844 0.271 0.432 0.804 1.490
beta4_pH[11,47,1] 0.589 0.126 0.382 0.576 0.870
beta4_pH[12,47,1] 1.648 0.978 0.486 1.426 4.117
beta4_pH[13,47,1] 0.688 0.121 0.475 0.676 0.949
beta4_pH[14,47,1] 0.871 0.337 0.398 0.809 1.707
beta4_pH[15,47,1] 0.710 0.118 0.504 0.699 0.966
beta4_pH[16,47,1] 0.811 0.340 0.339 0.749 1.692
beta4_pH[1,1,2] 0.686 0.291 0.303 0.627 1.286
beta4_pH[2,1,2] 0.843 0.215 0.542 0.814 1.262
beta4_pH[3,1,2] 0.916 0.285 0.512 0.876 1.477
beta4_pH[4,1,2] 0.808 0.273 0.433 0.759 1.347
beta4_pH[5,1,2] 0.675 0.532 0.087 0.535 1.981
beta4_pH[6,1,2] 1.914 1.732 0.227 1.317 6.547
beta4_pH[7,1,2] 1.104 0.624 0.352 0.943 2.489
beta4_pH[8,1,2] 0.748 0.425 0.225 0.648 1.712
beta4_pH[9,1,2] 0.930 0.562 0.277 0.769 2.212
beta4_pH[10,1,2] 0.719 0.277 0.346 0.669 1.293
beta4_pH[11,1,2] 0.681 0.244 0.350 0.636 1.192
beta4_pH[12,1,2] 0.927 0.379 0.438 0.841 1.735
beta4_pH[13,1,2] 0.751 0.272 0.379 0.707 1.292
beta4_pH[14,1,2] 1.046 0.339 0.563 0.992 1.708
beta4_pH[15,1,2] 0.914 0.268 0.535 0.875 1.436
beta4_pH[16,1,2] 0.884 0.363 0.419 0.798 1.648
beta4_pH[1,2,2] 0.691 0.288 0.307 0.634 1.288
beta4_pH[2,2,2] 0.848 0.211 0.542 0.821 1.257
beta4_pH[3,2,2] 0.909 0.288 0.515 0.860 1.471
beta4_pH[4,2,2] 0.808 0.267 0.431 0.775 1.343
beta4_pH[5,2,2] 0.678 0.527 0.088 0.542 1.977
beta4_pH[6,2,2] 1.897 1.692 0.229 1.327 6.583
beta4_pH[7,2,2] 1.114 0.614 0.345 0.963 2.516
beta4_pH[8,2,2] 0.760 0.434 0.225 0.657 1.720
beta4_pH[9,2,2] 0.925 0.553 0.272 0.772 2.204
beta4_pH[10,2,2] 0.726 0.277 0.347 0.675 1.289
beta4_pH[11,2,2] 0.687 0.247 0.350 0.644 1.188
beta4_pH[12,2,2] 0.919 0.369 0.441 0.834 1.720
beta4_pH[13,2,2] 0.745 0.269 0.380 0.698 1.293
beta4_pH[14,2,2] 1.019 0.330 0.561 0.959 1.694
beta4_pH[15,2,2] 0.917 0.271 0.536 0.877 1.444
beta4_pH[16,2,2] 0.900 0.364 0.418 0.824 1.640
beta4_pH[1,3,2] 0.686 0.291 0.304 0.630 1.291
beta4_pH[2,3,2] 0.860 0.217 0.542 0.832 1.263
beta4_pH[3,3,2] 0.922 0.288 0.514 0.875 1.480
beta4_pH[4,3,2] 0.806 0.271 0.428 0.768 1.342
beta4_pH[5,3,2] 0.686 0.526 0.087 0.560 1.984
beta4_pH[6,3,2] 1.953 1.736 0.235 1.382 6.688
beta4_pH[7,3,2] 1.106 0.617 0.347 0.956 2.489
beta4_pH[8,3,2] 0.768 0.439 0.227 0.671 1.742
beta4_pH[9,3,2] 0.928 0.549 0.276 0.775 2.207
beta4_pH[10,3,2] 0.729 0.281 0.344 0.680 1.290
beta4_pH[11,3,2] 0.683 0.244 0.349 0.647 1.182
beta4_pH[12,3,2] 0.936 0.383 0.436 0.850 1.733
beta4_pH[13,3,2] 0.748 0.265 0.383 0.698 1.284
beta4_pH[14,3,2] 1.019 0.340 0.560 0.960 1.686
beta4_pH[15,3,2] 0.913 0.266 0.538 0.874 1.436
beta4_pH[16,3,2] 0.902 0.360 0.418 0.829 1.653
beta4_pH[1,4,2] 0.693 0.286 0.306 0.649 1.286
beta4_pH[2,4,2] 0.851 0.214 0.546 0.816 1.264
beta4_pH[3,4,2] 0.910 0.283 0.512 0.859 1.476
beta4_pH[4,4,2] 0.810 0.265 0.431 0.767 1.338
beta4_pH[5,4,2] 0.670 0.528 0.086 0.525 1.977
beta4_pH[6,4,2] 1.952 1.780 0.224 1.327 6.719
beta4_pH[7,4,2] 1.108 0.624 0.348 0.953 2.506
beta4_pH[8,4,2] 0.750 0.424 0.227 0.646 1.711
beta4_pH[9,4,2] 0.944 0.552 0.281 0.790 2.214
beta4_pH[10,4,2] 0.723 0.281 0.345 0.667 1.294
beta4_pH[11,4,2] 0.695 0.248 0.351 0.648 1.191
beta4_pH[12,4,2] 0.929 0.377 0.438 0.848 1.730
beta4_pH[13,4,2] 0.738 0.269 0.382 0.681 1.293
beta4_pH[14,4,2] 1.025 0.335 0.561 0.963 1.703
beta4_pH[15,4,2] 0.919 0.268 0.539 0.873 1.436
beta4_pH[16,4,2] 0.901 0.364 0.420 0.828 1.644
beta4_pH[1,5,2] 0.686 0.284 0.306 0.633 1.281
beta4_pH[2,5,2] 0.845 0.214 0.546 0.812 1.263
beta4_pH[3,5,2] 0.908 0.285 0.513 0.867 1.472
beta4_pH[4,5,2] 0.813 0.273 0.432 0.772 1.346
beta4_pH[5,5,2] 0.682 0.534 0.086 0.546 1.997
beta4_pH[6,5,2] 1.911 1.754 0.228 1.298 6.653
beta4_pH[7,5,2] 1.109 0.616 0.345 0.966 2.502
beta4_pH[8,5,2] 0.752 0.420 0.228 0.661 1.722
beta4_pH[9,5,2] 0.928 0.542 0.273 0.797 2.170
beta4_pH[10,5,2] 0.725 0.275 0.347 0.674 1.286
beta4_pH[11,5,2] 0.681 0.248 0.351 0.632 1.185
beta4_pH[12,5,2] 0.937 0.384 0.438 0.853 1.736
beta4_pH[13,5,2] 0.743 0.266 0.378 0.699 1.286
beta4_pH[14,5,2] 1.017 0.333 0.561 0.956 1.690
beta4_pH[15,5,2] 0.919 0.271 0.540 0.874 1.443
beta4_pH[16,5,2] 0.901 0.358 0.423 0.817 1.642
beta4_pH[1,6,2] 0.687 0.285 0.305 0.635 1.283
beta4_pH[2,6,2] 0.855 0.216 0.543 0.824 1.264
beta4_pH[3,6,2] 0.911 0.283 0.512 0.870 1.477
beta4_pH[4,6,2] 0.814 0.271 0.433 0.773 1.350
beta4_pH[5,6,2] 0.666 0.512 0.085 0.526 1.931
beta4_pH[6,6,2] 1.942 1.749 0.228 1.336 6.623
beta4_pH[7,6,2] 1.100 0.611 0.352 0.948 2.508
beta4_pH[8,6,2] 0.756 0.435 0.227 0.658 1.719
beta4_pH[9,6,2] 0.927 0.549 0.277 0.785 2.210
beta4_pH[10,6,2] 0.720 0.278 0.344 0.667 1.278
beta4_pH[11,6,2] 0.690 0.245 0.353 0.648 1.188
beta4_pH[12,6,2] 0.926 0.379 0.439 0.829 1.725
beta4_pH[13,6,2] 0.751 0.271 0.380 0.702 1.299
beta4_pH[14,6,2] 1.029 0.338 0.562 0.965 1.706
beta4_pH[15,6,2] 0.921 0.274 0.535 0.885 1.449
beta4_pH[16,6,2] 0.904 0.361 0.421 0.831 1.647
beta4_pH[1,7,2] 0.689 0.288 0.308 0.640 1.279
beta4_pH[2,7,2] 0.854 0.213 0.544 0.827 1.254
beta4_pH[3,7,2] 0.910 0.285 0.514 0.861 1.486
beta4_pH[4,7,2] 0.811 0.271 0.431 0.772 1.344
beta4_pH[5,7,2] 0.672 0.527 0.087 0.532 1.988
beta4_pH[6,7,2] 1.920 1.720 0.232 1.341 6.539
beta4_pH[7,7,2] 1.110 0.615 0.350 0.955 2.511
beta4_pH[8,7,2] 0.765 0.424 0.228 0.680 1.737
beta4_pH[9,7,2] 0.914 0.541 0.275 0.770 2.186
beta4_pH[10,7,2] 0.726 0.276 0.346 0.682 1.284
beta4_pH[11,7,2] 0.688 0.247 0.352 0.646 1.188
beta4_pH[12,7,2] 0.929 0.380 0.436 0.839 1.743
beta4_pH[13,7,2] 0.749 0.267 0.380 0.711 1.294
beta4_pH[14,7,2] 1.031 0.341 0.558 0.980 1.704
beta4_pH[15,7,2] 0.904 0.265 0.537 0.858 1.437
beta4_pH[16,7,2] 0.904 0.362 0.420 0.839 1.657
beta4_pH[1,8,2] 0.695 0.293 0.305 0.637 1.290
beta4_pH[2,8,2] 0.850 0.215 0.542 0.824 1.260
beta4_pH[3,8,2] 0.918 0.286 0.515 0.868 1.472
beta4_pH[4,8,2] 0.809 0.272 0.432 0.767 1.339
beta4_pH[5,8,2] 0.690 0.533 0.086 0.553 1.979
beta4_pH[6,8,2] 1.889 1.695 0.229 1.300 6.532
beta4_pH[7,8,2] 1.118 0.625 0.351 0.956 2.495
beta4_pH[8,8,2] 0.755 0.429 0.229 0.657 1.717
beta4_pH[9,8,2] 0.923 0.549 0.274 0.766 2.183
beta4_pH[10,8,2] 0.726 0.282 0.346 0.682 1.290
beta4_pH[11,8,2] 0.694 0.249 0.351 0.651 1.189
beta4_pH[12,8,2] 0.932 0.381 0.439 0.836 1.735
beta4_pH[13,8,2] 0.747 0.268 0.379 0.698 1.286
beta4_pH[14,8,2] 1.042 0.339 0.563 0.990 1.711
beta4_pH[15,8,2] 0.918 0.268 0.542 0.881 1.442
beta4_pH[16,8,2] 0.893 0.357 0.419 0.828 1.644
beta4_pH[1,9,2] 0.684 0.284 0.305 0.624 1.290
beta4_pH[2,9,2] 0.857 0.214 0.544 0.834 1.263
beta4_pH[3,9,2] 0.915 0.283 0.512 0.880 1.472
beta4_pH[4,9,2] 0.806 0.269 0.430 0.755 1.340
beta4_pH[5,9,2] 0.674 0.522 0.087 0.533 1.940
beta4_pH[6,9,2] 1.899 1.708 0.230 1.283 6.486
beta4_pH[7,9,2] 1.101 0.606 0.347 0.955 2.456
beta4_pH[8,9,2] 0.749 0.431 0.225 0.655 1.733
beta4_pH[9,9,2] 0.930 0.549 0.275 0.777 2.209
beta4_pH[10,9,2] 0.734 0.281 0.348 0.687 1.301
beta4_pH[11,9,2] 0.691 0.246 0.352 0.648 1.188
beta4_pH[12,9,2] 0.918 0.374 0.438 0.829 1.716
beta4_pH[13,9,2] 0.747 0.270 0.380 0.694 1.296
beta4_pH[14,9,2] 1.036 0.335 0.567 0.984 1.707
beta4_pH[15,9,2] 0.920 0.269 0.538 0.879 1.445
beta4_pH[16,9,2] 0.900 0.361 0.420 0.821 1.644
beta4_pH[1,10,2] 0.689 0.290 0.303 0.630 1.293
beta4_pH[2,10,2] 0.846 0.212 0.543 0.812 1.256
beta4_pH[3,10,2] 0.910 0.289 0.512 0.860 1.478
beta4_pH[4,10,2] 0.807 0.268 0.431 0.762 1.344
beta4_pH[5,10,2] 0.678 0.527 0.084 0.536 1.966
beta4_pH[6,10,2] 1.966 1.792 0.224 1.352 6.763
beta4_pH[7,10,2] 1.090 0.607 0.349 0.937 2.466
beta4_pH[8,10,2] 0.754 0.425 0.230 0.665 1.706
beta4_pH[9,10,2] 0.940 0.549 0.276 0.795 2.206
beta4_pH[10,10,2] 0.718 0.273 0.346 0.673 1.281
beta4_pH[11,10,2] 0.686 0.247 0.349 0.645 1.190
beta4_pH[12,10,2] 0.949 0.381 0.439 0.866 1.727
beta4_pH[13,10,2] 0.748 0.271 0.380 0.701 1.301
beta4_pH[14,10,2] 1.028 0.334 0.563 0.959 1.700
beta4_pH[15,10,2] 0.913 0.268 0.537 0.870 1.449
beta4_pH[16,10,2] 0.898 0.364 0.418 0.817 1.665
beta4_pH[1,11,2] 0.693 0.287 0.306 0.644 1.276
beta4_pH[2,11,2] 0.846 0.214 0.541 0.810 1.261
beta4_pH[3,11,2] 0.914 0.284 0.510 0.872 1.474
beta4_pH[4,11,2] 0.807 0.267 0.432 0.767 1.347
beta4_pH[5,11,2] 0.666 0.521 0.087 0.529 1.928
beta4_pH[6,11,2] 1.945 1.755 0.234 1.319 6.693
beta4_pH[7,11,2] 1.094 0.609 0.348 0.954 2.461
beta4_pH[8,11,2] 0.760 0.422 0.228 0.671 1.711
beta4_pH[9,11,2] 0.910 0.542 0.276 0.760 2.162
beta4_pH[10,11,2] 0.723 0.278 0.344 0.674 1.294
beta4_pH[11,11,2] 0.693 0.249 0.352 0.649 1.198
beta4_pH[12,11,2] 0.927 0.379 0.437 0.838 1.738
beta4_pH[13,11,2] 0.748 0.268 0.382 0.696 1.296
beta4_pH[14,11,2] 1.026 0.335 0.562 0.967 1.695
beta4_pH[15,11,2] 0.927 0.274 0.536 0.880 1.443
beta4_pH[16,11,2] 0.900 0.362 0.421 0.822 1.647
beta4_pH[1,12,2] 0.699 0.290 0.304 0.646 1.284
beta4_pH[2,12,2] 0.848 0.214 0.543 0.816 1.254
beta4_pH[3,12,2] 0.912 0.287 0.512 0.868 1.476
beta4_pH[4,12,2] 0.810 0.272 0.432 0.765 1.347
beta4_pH[5,12,2] 0.677 0.530 0.085 0.525 1.957
beta4_pH[6,12,2] 1.949 1.762 0.224 1.344 6.710
beta4_pH[7,12,2] 1.081 0.616 0.344 0.921 2.508
beta4_pH[8,12,2] 0.761 0.434 0.225 0.654 1.732
beta4_pH[9,12,2] 0.927 0.553 0.274 0.772 2.194
beta4_pH[10,12,2] 0.724 0.277 0.345 0.678 1.285
beta4_pH[11,12,2] 0.679 0.250 0.349 0.624 1.195
beta4_pH[12,12,2] 0.925 0.373 0.439 0.836 1.730
beta4_pH[13,12,2] 0.742 0.269 0.380 0.691 1.292
beta4_pH[14,12,2] 1.020 0.335 0.564 0.962 1.706
beta4_pH[15,12,2] 0.916 0.268 0.536 0.878 1.442
beta4_pH[16,12,2] 0.900 0.364 0.417 0.819 1.641
beta4_pH[1,13,2] 0.691 0.290 0.306 0.636 1.283
beta4_pH[2,13,2] 0.844 0.211 0.544 0.809 1.265
beta4_pH[3,13,2] 0.917 0.282 0.515 0.870 1.477
beta4_pH[4,13,2] 0.801 0.268 0.430 0.751 1.339
beta4_pH[5,13,2] 0.663 0.520 0.086 0.517 1.949
beta4_pH[6,13,2] 1.996 1.784 0.230 1.366 6.695
beta4_pH[7,13,2] 1.116 0.617 0.348 0.981 2.482
beta4_pH[8,13,2] 0.771 0.430 0.228 0.675 1.730
beta4_pH[9,13,2] 0.939 0.550 0.274 0.786 2.183
beta4_pH[10,13,2] 0.725 0.280 0.346 0.674 1.288
beta4_pH[11,13,2] 0.688 0.245 0.354 0.641 1.185
beta4_pH[12,13,2] 0.930 0.376 0.440 0.845 1.721
beta4_pH[13,13,2] 0.743 0.267 0.379 0.700 1.283
beta4_pH[14,13,2] 1.029 0.341 0.562 0.967 1.703
beta4_pH[15,13,2] 0.914 0.267 0.538 0.881 1.445
beta4_pH[16,13,2] 0.894 0.366 0.419 0.812 1.648
beta4_pH[1,14,2] 0.682 0.288 0.304 0.628 1.284
beta4_pH[2,14,2] 0.854 0.212 0.546 0.825 1.262
beta4_pH[3,14,2] 0.918 0.289 0.510 0.879 1.481
beta4_pH[4,14,2] 0.817 0.272 0.431 0.780 1.354
beta4_pH[5,14,2] 0.659 0.522 0.088 0.509 1.996
beta4_pH[6,14,2] 1.977 1.741 0.229 1.384 6.646
beta4_pH[7,14,2] 1.111 0.609 0.348 0.967 2.488
beta4_pH[8,14,2] 0.752 0.432 0.225 0.646 1.742
beta4_pH[9,14,2] 0.946 0.554 0.275 0.800 2.202
beta4_pH[10,14,2] 0.719 0.278 0.346 0.661 1.292
beta4_pH[11,14,2] 0.694 0.252 0.353 0.650 1.200
beta4_pH[12,14,2] 0.922 0.375 0.434 0.835 1.719
beta4_pH[13,14,2] 0.741 0.263 0.380 0.693 1.281
beta4_pH[14,14,2] 1.037 0.343 0.562 0.975 1.703
beta4_pH[15,14,2] 0.921 0.271 0.540 0.877 1.435
beta4_pH[16,14,2] 0.904 0.364 0.425 0.829 1.661
beta4_pH[1,15,2] 0.692 0.287 0.306 0.637 1.288
beta4_pH[2,15,2] 0.857 0.214 0.543 0.829 1.270
beta4_pH[3,15,2] 0.919 0.286 0.512 0.874 1.482
beta4_pH[4,15,2] 0.799 0.267 0.431 0.756 1.346
beta4_pH[5,15,2] 0.682 0.531 0.087 0.542 1.997
beta4_pH[6,15,2] 1.991 1.807 0.223 1.350 6.745
beta4_pH[7,15,2] 1.101 0.610 0.350 0.954 2.470
beta4_pH[8,15,2] 0.747 0.430 0.225 0.640 1.726
beta4_pH[9,15,2] 0.938 0.550 0.272 0.794 2.184
beta4_pH[10,15,2] 0.729 0.281 0.345 0.683 1.295
beta4_pH[11,15,2] 0.689 0.246 0.350 0.649 1.184
beta4_pH[12,15,2] 0.931 0.375 0.441 0.850 1.725
beta4_pH[13,15,2] 0.740 0.269 0.379 0.687 1.294
beta4_pH[14,15,2] 1.031 0.338 0.562 0.983 1.698
beta4_pH[15,15,2] 0.916 0.269 0.537 0.871 1.439
beta4_pH[16,15,2] 0.898 0.364 0.422 0.821 1.657
beta4_pH[1,16,2] 0.685 0.287 0.305 0.628 1.284
beta4_pH[2,16,2] 0.853 0.215 0.543 0.830 1.266
beta4_pH[3,16,2] 0.902 0.276 0.516 0.860 1.458
beta4_pH[4,16,2] 0.810 0.275 0.430 0.773 1.349
beta4_pH[5,16,2] 0.669 0.526 0.085 0.540 1.966
beta4_pH[6,16,2] 1.904 1.700 0.235 1.319 6.529
beta4_pH[7,16,2] 1.089 0.602 0.348 0.945 2.492
beta4_pH[8,16,2] 0.769 0.436 0.229 0.658 1.737
beta4_pH[9,16,2] 0.927 0.542 0.274 0.786 2.205
beta4_pH[10,16,2] 0.724 0.277 0.344 0.683 1.284
beta4_pH[11,16,2] 0.698 0.252 0.352 0.652 1.194
beta4_pH[12,16,2] 0.930 0.375 0.437 0.849 1.732
beta4_pH[13,16,2] 0.741 0.264 0.380 0.695 1.288
beta4_pH[14,16,2] 1.027 0.343 0.557 0.959 1.700
beta4_pH[15,16,2] 0.919 0.265 0.539 0.883 1.436
beta4_pH[16,16,2] 0.906 0.361 0.423 0.830 1.656
beta4_pH[1,17,2] 0.688 0.282 0.306 0.638 1.289
beta4_pH[2,17,2] 0.849 0.213 0.544 0.819 1.261
beta4_pH[3,17,2] 0.920 0.285 0.514 0.883 1.476
beta4_pH[4,17,2] 0.808 0.271 0.429 0.770 1.343
beta4_pH[5,17,2] 0.671 0.524 0.085 0.540 1.954
beta4_pH[6,17,2] 1.903 1.714 0.226 1.308 6.596
beta4_pH[7,17,2] 1.106 0.616 0.350 0.958 2.487
beta4_pH[8,17,2] 0.768 0.430 0.225 0.669 1.738
beta4_pH[9,17,2] 0.938 0.551 0.276 0.792 2.187
beta4_pH[10,17,2] 0.727 0.277 0.346 0.678 1.285
beta4_pH[11,17,2] 0.690 0.245 0.351 0.643 1.190
beta4_pH[12,17,2] 0.937 0.377 0.437 0.861 1.727
beta4_pH[13,17,2] 0.751 0.271 0.377 0.701 1.299
beta4_pH[14,17,2] 1.031 0.337 0.561 0.976 1.704
beta4_pH[15,17,2] 0.914 0.268 0.535 0.869 1.448
beta4_pH[16,17,2] 0.898 0.359 0.417 0.824 1.638
beta4_pH[1,18,2] 0.694 0.288 0.305 0.644 1.287
beta4_pH[2,18,2] 0.851 0.214 0.545 0.815 1.259
beta4_pH[3,18,2] 0.917 0.288 0.511 0.878 1.480
beta4_pH[4,18,2] 0.809 0.270 0.432 0.765 1.349
beta4_pH[5,18,2] 0.680 0.533 0.086 0.531 1.975
beta4_pH[6,18,2] 1.930 1.751 0.223 1.321 6.717
beta4_pH[7,18,2] 1.108 0.607 0.351 0.968 2.469
beta4_pH[8,18,2] 0.742 0.417 0.225 0.649 1.698
beta4_pH[9,18,2] 0.924 0.540 0.272 0.780 2.192
beta4_pH[10,18,2] 0.725 0.279 0.343 0.679 1.301
beta4_pH[11,18,2] 0.688 0.245 0.355 0.649 1.197
beta4_pH[12,18,2] 0.932 0.375 0.438 0.847 1.728
beta4_pH[13,18,2] 0.744 0.268 0.379 0.702 1.281
beta4_pH[14,18,2] 1.039 0.337 0.560 0.986 1.707
beta4_pH[15,18,2] 0.921 0.272 0.536 0.886 1.443
beta4_pH[16,18,2] 0.896 0.363 0.417 0.822 1.659
beta4_pH[1,19,2] 0.686 0.285 0.307 0.628 1.281
beta4_pH[2,19,2] 0.847 0.215 0.542 0.815 1.260
beta4_pH[3,19,2] 0.906 0.283 0.516 0.859 1.473
beta4_pH[4,19,2] 0.815 0.272 0.432 0.765 1.345
beta4_pH[5,19,2] 0.674 0.525 0.087 0.532 1.978
beta4_pH[6,19,2] 1.906 1.739 0.225 1.321 6.636
beta4_pH[7,19,2] 1.123 0.620 0.348 0.965 2.504
beta4_pH[8,19,2] 0.769 0.430 0.226 0.684 1.725
beta4_pH[9,19,2] 0.947 0.550 0.275 0.805 2.185
beta4_pH[10,19,2] 0.726 0.278 0.345 0.673 1.285
beta4_pH[11,19,2] 0.687 0.251 0.349 0.639 1.195
beta4_pH[12,19,2] 0.923 0.373 0.437 0.842 1.726
beta4_pH[13,19,2] 0.740 0.263 0.381 0.692 1.289
beta4_pH[14,19,2] 1.019 0.334 0.560 0.956 1.695
beta4_pH[15,19,2] 0.914 0.270 0.537 0.867 1.443
beta4_pH[16,19,2] 0.892 0.358 0.417 0.823 1.651
beta4_pH[1,20,2] 0.684 0.285 0.306 0.636 1.270
beta4_pH[2,20,2] 0.850 0.214 0.541 0.823 1.261
beta4_pH[3,20,2] 0.920 0.285 0.514 0.883 1.470
beta4_pH[4,20,2] 0.814 0.270 0.432 0.772 1.344
beta4_pH[5,20,2] 0.677 0.524 0.089 0.527 1.945
beta4_pH[6,20,2] 1.939 1.732 0.234 1.347 6.780
beta4_pH[7,20,2] 1.091 0.607 0.353 0.944 2.494
beta4_pH[8,20,2] 0.765 0.429 0.227 0.670 1.738
beta4_pH[9,20,2] 0.925 0.542 0.280 0.797 2.193
beta4_pH[10,20,2] 0.729 0.283 0.344 0.674 1.296
beta4_pH[11,20,2] 0.692 0.249 0.351 0.649 1.199
beta4_pH[12,20,2] 0.927 0.377 0.436 0.839 1.718
beta4_pH[13,20,2] 0.746 0.269 0.380 0.697 1.291
beta4_pH[14,20,2] 1.029 0.339 0.560 0.977 1.704
beta4_pH[15,20,2] 0.911 0.267 0.540 0.871 1.444
beta4_pH[16,20,2] 0.897 0.362 0.418 0.824 1.648
beta4_pH[1,21,2] 0.691 0.291 0.303 0.633 1.296
beta4_pH[2,21,2] 0.851 0.215 0.546 0.819 1.263
beta4_pH[3,21,2] 0.914 0.285 0.513 0.869 1.479
beta4_pH[4,21,2] 0.808 0.272 0.430 0.765 1.344
beta4_pH[5,21,2] 0.683 0.532 0.087 0.542 1.977
beta4_pH[6,21,2] 1.930 1.743 0.226 1.313 6.633
beta4_pH[7,21,2] 1.082 0.605 0.347 0.925 2.465
beta4_pH[8,21,2] 0.755 0.423 0.224 0.652 1.717
beta4_pH[9,21,2] 0.916 0.546 0.276 0.765 2.182
beta4_pH[10,21,2] 0.721 0.280 0.344 0.675 1.295
beta4_pH[11,21,2] 0.693 0.249 0.353 0.653 1.192
beta4_pH[12,21,2] 0.926 0.378 0.438 0.837 1.725
beta4_pH[13,21,2] 0.750 0.270 0.380 0.701 1.291
beta4_pH[14,21,2] 1.032 0.335 0.560 0.973 1.693
beta4_pH[15,21,2] 0.917 0.267 0.539 0.879 1.445
beta4_pH[16,21,2] 0.890 0.358 0.417 0.802 1.655
beta4_pH[1,22,2] 0.698 0.288 0.309 0.650 1.285
beta4_pH[2,22,2] 0.855 0.214 0.544 0.828 1.264
beta4_pH[3,22,2] 0.918 0.287 0.515 0.869 1.477
beta4_pH[4,22,2] 0.800 0.264 0.431 0.762 1.329
beta4_pH[5,22,2] 0.683 0.529 0.087 0.544 1.964
beta4_pH[6,22,2] 1.980 1.777 0.227 1.364 6.706
beta4_pH[7,22,2] 1.116 0.623 0.349 0.959 2.502
beta4_pH[8,22,2] 0.772 0.433 0.226 0.677 1.726
beta4_pH[9,22,2] 0.931 0.545 0.275 0.782 2.199
beta4_pH[10,22,2] 0.726 0.277 0.347 0.678 1.283
beta4_pH[11,22,2] 0.693 0.247 0.353 0.652 1.190
beta4_pH[12,22,2] 0.940 0.380 0.438 0.865 1.733
beta4_pH[13,22,2] 0.742 0.272 0.379 0.689 1.295
beta4_pH[14,22,2] 1.016 0.329 0.561 0.957 1.689
beta4_pH[15,22,2] 0.916 0.267 0.538 0.872 1.443
beta4_pH[16,22,2] 0.893 0.360 0.419 0.813 1.665
beta4_pH[1,23,2] 0.681 0.284 0.303 0.630 1.277
beta4_pH[2,23,2] 0.861 0.218 0.543 0.837 1.264
beta4_pH[3,23,2] 0.920 0.287 0.515 0.876 1.479
beta4_pH[4,23,2] 0.802 0.267 0.431 0.762 1.339
beta4_pH[5,23,2] 0.669 0.507 0.087 0.555 1.931
beta4_pH[6,23,2] 1.987 1.771 0.230 1.383 6.610
beta4_pH[7,23,2] 1.085 0.604 0.348 0.934 2.494
beta4_pH[8,23,2] 0.768 0.433 0.227 0.676 1.729
beta4_pH[9,23,2] 0.935 0.554 0.274 0.785 2.180
beta4_pH[10,23,2] 0.722 0.280 0.345 0.665 1.298
beta4_pH[11,23,2] 0.688 0.245 0.353 0.646 1.190
beta4_pH[12,23,2] 0.927 0.377 0.437 0.846 1.735
beta4_pH[13,23,2] 0.741 0.266 0.377 0.696 1.289
beta4_pH[14,23,2] 1.032 0.340 0.566 0.976 1.704
beta4_pH[15,23,2] 0.916 0.270 0.538 0.876 1.444
beta4_pH[16,23,2] 0.892 0.363 0.416 0.815 1.660
beta4_pH[1,24,2] 0.697 0.286 0.307 0.646 1.285
beta4_pH[2,24,2] 0.853 0.215 0.544 0.823 1.263
beta4_pH[3,24,2] 0.913 0.290 0.509 0.863 1.473
beta4_pH[4,24,2] 0.810 0.268 0.432 0.772 1.334
beta4_pH[5,24,2] 0.684 0.535 0.089 0.536 1.987
beta4_pH[6,24,2] 2.008 1.803 0.235 1.373 6.797
beta4_pH[7,24,2] 1.087 0.607 0.345 0.942 2.460
beta4_pH[8,24,2] 0.760 0.428 0.224 0.663 1.733
beta4_pH[9,24,2] 0.930 0.546 0.277 0.774 2.163
beta4_pH[10,24,2] 0.714 0.276 0.349 0.660 1.282
beta4_pH[11,24,2] 0.689 0.250 0.351 0.640 1.197
beta4_pH[12,24,2] 0.923 0.371 0.436 0.845 1.727
beta4_pH[13,24,2] 0.747 0.268 0.378 0.695 1.282
beta4_pH[14,24,2] 1.020 0.333 0.562 0.965 1.695
beta4_pH[15,24,2] 0.919 0.271 0.537 0.883 1.446
beta4_pH[16,24,2] 0.897 0.357 0.417 0.821 1.650
beta4_pH[1,25,2] 0.695 0.289 0.305 0.642 1.288
beta4_pH[2,25,2] 0.850 0.213 0.547 0.821 1.267
beta4_pH[3,25,2] 0.912 0.277 0.512 0.868 1.476
beta4_pH[4,25,2] 0.804 0.272 0.427 0.760 1.346
beta4_pH[5,25,2] 0.682 0.528 0.087 0.543 1.985
beta4_pH[6,25,2] 1.887 1.741 0.228 1.278 6.792
beta4_pH[7,25,2] 1.105 0.619 0.350 0.953 2.490
beta4_pH[8,25,2] 0.777 0.438 0.225 0.665 1.725
beta4_pH[9,25,2] 0.928 0.547 0.273 0.784 2.215
beta4_pH[10,25,2] 0.721 0.275 0.348 0.668 1.283
beta4_pH[11,25,2] 0.692 0.245 0.353 0.651 1.188
beta4_pH[12,25,2] 0.915 0.366 0.438 0.832 1.708
beta4_pH[13,25,2] 0.749 0.265 0.379 0.706 1.289
beta4_pH[14,25,2] 1.037 0.335 0.562 0.992 1.701
beta4_pH[15,25,2] 0.916 0.270 0.537 0.876 1.449
beta4_pH[16,25,2] 0.903 0.363 0.421 0.830 1.670
beta4_pH[1,26,2] 0.690 0.289 0.306 0.634 1.284
beta4_pH[2,26,2] 0.856 0.213 0.546 0.831 1.265
beta4_pH[3,26,2] 0.920 0.292 0.511 0.873 1.475
beta4_pH[4,26,2] 0.808 0.273 0.431 0.757 1.351
beta4_pH[5,26,2] 0.653 0.519 0.085 0.526 1.969
beta4_pH[6,26,2] 1.956 1.763 0.232 1.374 6.856
beta4_pH[7,26,2] 1.098 0.618 0.352 0.940 2.518
beta4_pH[8,26,2] 0.766 0.428 0.225 0.676 1.727
beta4_pH[9,26,2] 0.929 0.538 0.276 0.793 2.187
beta4_pH[10,26,2] 0.721 0.275 0.348 0.663 1.285
beta4_pH[11,26,2] 0.682 0.241 0.352 0.645 1.176
beta4_pH[12,26,2] 0.929 0.380 0.439 0.836 1.721
beta4_pH[13,26,2] 0.740 0.272 0.377 0.682 1.293
beta4_pH[14,26,2] 1.029 0.339 0.563 0.973 1.710
beta4_pH[15,26,2] 0.922 0.271 0.538 0.883 1.445
beta4_pH[16,26,2] 0.899 0.360 0.419 0.841 1.650
beta4_pH[1,27,2] 0.681 0.285 0.305 0.620 1.284
beta4_pH[2,27,2] 0.851 0.217 0.542 0.822 1.263
beta4_pH[3,27,2] 0.913 0.285 0.514 0.865 1.479
beta4_pH[4,27,2] 0.811 0.272 0.431 0.761 1.346
beta4_pH[5,27,2] 0.668 0.523 0.088 0.529 1.958
beta4_pH[6,27,2] 1.984 1.796 0.229 1.338 6.718
beta4_pH[7,27,2] 1.093 0.615 0.346 0.932 2.513
beta4_pH[8,27,2] 0.754 0.426 0.224 0.650 1.710
beta4_pH[9,27,2] 0.939 0.541 0.276 0.788 2.194
beta4_pH[10,27,2] 0.725 0.275 0.348 0.678 1.290
beta4_pH[11,27,2] 0.693 0.252 0.352 0.648 1.197
beta4_pH[12,27,2] 0.915 0.377 0.432 0.823 1.727
beta4_pH[13,27,2] 0.752 0.274 0.378 0.705 1.300
beta4_pH[14,27,2] 1.030 0.342 0.559 0.976 1.706
beta4_pH[15,27,2] 0.915 0.270 0.537 0.874 1.445
beta4_pH[16,27,2] 0.887 0.358 0.420 0.809 1.659
beta4_pH[1,28,2] 0.689 0.284 0.307 0.639 1.282
beta4_pH[2,28,2] 0.854 0.211 0.544 0.830 1.256
beta4_pH[3,28,2] 0.907 0.287 0.512 0.856 1.474
beta4_pH[4,28,2] 0.810 0.273 0.431 0.770 1.354
beta4_pH[5,28,2] 0.676 0.530 0.084 0.535 1.975
beta4_pH[6,28,2] 1.903 1.729 0.233 1.311 6.704
beta4_pH[7,28,2] 1.089 0.611 0.348 0.931 2.477
beta4_pH[8,28,2] 0.755 0.432 0.227 0.640 1.732
beta4_pH[9,28,2] 0.928 0.553 0.275 0.782 2.206
beta4_pH[10,28,2] 0.722 0.279 0.346 0.671 1.290
beta4_pH[11,28,2] 0.697 0.249 0.350 0.649 1.192
beta4_pH[12,28,2] 0.939 0.383 0.438 0.845 1.737
beta4_pH[13,28,2] 0.740 0.268 0.379 0.687 1.290
beta4_pH[14,28,2] 1.028 0.337 0.560 0.973 1.692
beta4_pH[15,28,2] 0.916 0.269 0.540 0.876 1.440
beta4_pH[16,28,2] 0.906 0.363 0.422 0.827 1.656
beta4_pH[1,29,2] 0.697 0.292 0.304 0.649 1.290
beta4_pH[2,29,2] 0.849 0.217 0.542 0.818 1.261
beta4_pH[3,29,2] 0.912 0.288 0.511 0.865 1.480
beta4_pH[4,29,2] 0.809 0.269 0.430 0.766 1.342
beta4_pH[5,29,2] 0.671 0.526 0.087 0.528 1.964
beta4_pH[6,29,2] 1.980 1.790 0.233 1.372 6.792
beta4_pH[7,29,2] 1.092 0.606 0.346 0.942 2.480
beta4_pH[8,29,2] 0.765 0.431 0.228 0.671 1.733
beta4_pH[9,29,2] 0.933 0.552 0.276 0.785 2.187
beta4_pH[10,29,2] 0.725 0.271 0.346 0.684 1.284
beta4_pH[11,29,2] 0.694 0.248 0.352 0.655 1.190
beta4_pH[12,29,2] 0.923 0.379 0.439 0.835 1.728
beta4_pH[13,29,2] 0.745 0.268 0.379 0.699 1.284
beta4_pH[14,29,2] 1.020 0.336 0.562 0.953 1.707
beta4_pH[15,29,2] 0.921 0.270 0.539 0.881 1.442
beta4_pH[16,29,2] 0.900 0.363 0.421 0.828 1.649
beta4_pH[1,30,2] 0.700 0.291 0.304 0.651 1.297
beta4_pH[2,30,2] 0.843 0.211 0.542 0.810 1.256
beta4_pH[3,30,2] 0.908 0.281 0.511 0.867 1.469
beta4_pH[4,30,2] 0.812 0.272 0.431 0.770 1.350
beta4_pH[5,30,2] 0.667 0.524 0.086 0.525 1.993
beta4_pH[6,30,2] 1.983 1.779 0.232 1.359 6.725
beta4_pH[7,30,2] 1.104 0.605 0.353 0.957 2.482
beta4_pH[8,30,2] 0.763 0.426 0.226 0.666 1.717
beta4_pH[9,30,2] 0.928 0.534 0.274 0.796 2.189
beta4_pH[10,30,2] 0.725 0.278 0.348 0.681 1.285
beta4_pH[11,30,2] 0.682 0.245 0.350 0.640 1.192
beta4_pH[12,30,2] 0.929 0.385 0.435 0.828 1.732
beta4_pH[13,30,2] 0.758 0.268 0.381 0.717 1.293
beta4_pH[14,30,2] 1.025 0.338 0.559 0.967 1.700
beta4_pH[15,30,2] 0.908 0.265 0.538 0.868 1.440
beta4_pH[16,30,2] 0.898 0.368 0.420 0.816 1.666
beta4_pH[1,31,2] 0.703 0.294 0.305 0.651 1.287
beta4_pH[2,31,2] 0.851 0.213 0.544 0.820 1.262
beta4_pH[3,31,2] 0.922 0.290 0.512 0.877 1.483
beta4_pH[4,31,2] 0.810 0.269 0.429 0.772 1.344
beta4_pH[5,31,2] 0.662 0.530 0.086 0.518 1.999
beta4_pH[6,31,2] 1.927 1.749 0.231 1.313 6.703
beta4_pH[7,31,2] 1.111 0.624 0.346 0.958 2.503
beta4_pH[8,31,2] 0.776 0.435 0.226 0.676 1.749
beta4_pH[9,31,2] 0.926 0.540 0.275 0.782 2.177
beta4_pH[10,31,2] 0.721 0.277 0.345 0.672 1.294
beta4_pH[11,31,2] 0.688 0.246 0.354 0.650 1.189
beta4_pH[12,31,2] 0.929 0.377 0.435 0.848 1.713
beta4_pH[13,31,2] 0.749 0.269 0.381 0.704 1.294
beta4_pH[14,31,2] 1.027 0.337 0.560 0.972 1.696
beta4_pH[15,31,2] 0.925 0.266 0.538 0.892 1.450
beta4_pH[16,31,2] 0.896 0.358 0.420 0.825 1.649
beta4_pH[1,32,2] 0.696 0.289 0.307 0.642 1.287
beta4_pH[2,32,2] 0.855 0.214 0.543 0.824 1.263
beta4_pH[3,32,2] 0.907 0.286 0.513 0.860 1.472
beta4_pH[4,32,2] 0.814 0.273 0.432 0.776 1.357
beta4_pH[5,32,2] 0.669 0.532 0.085 0.520 1.982
beta4_pH[6,32,2] 1.952 1.771 0.227 1.339 6.803
beta4_pH[7,32,2] 1.082 0.599 0.349 0.944 2.462
beta4_pH[8,32,2] 0.762 0.435 0.226 0.659 1.736
beta4_pH[9,32,2] 0.929 0.549 0.275 0.771 2.186
beta4_pH[10,32,2] 0.719 0.274 0.344 0.672 1.283
beta4_pH[11,32,2] 0.694 0.252 0.352 0.644 1.195
beta4_pH[12,32,2] 0.927 0.372 0.441 0.847 1.712
beta4_pH[13,32,2] 0.745 0.269 0.382 0.692 1.293
beta4_pH[14,32,2] 1.031 0.339 0.561 0.980 1.707
beta4_pH[15,32,2] 0.917 0.267 0.540 0.881 1.443
beta4_pH[16,32,2] 0.892 0.359 0.417 0.820 1.656
beta4_pH[1,33,2] 0.699 0.288 0.304 0.658 1.288
beta4_pH[2,33,2] 0.850 0.214 0.544 0.824 1.258
beta4_pH[3,33,2] 0.908 0.284 0.513 0.862 1.477
beta4_pH[4,33,2] 0.803 0.265 0.429 0.769 1.335
beta4_pH[5,33,2] 0.688 0.541 0.088 0.545 1.997
beta4_pH[6,33,2] 1.920 1.741 0.232 1.318 6.663
beta4_pH[7,33,2] 1.088 0.603 0.349 0.936 2.492
beta4_pH[8,33,2] 0.752 0.436 0.225 0.656 1.737
beta4_pH[9,33,2] 0.925 0.541 0.277 0.790 2.183
beta4_pH[10,33,2] 0.722 0.275 0.346 0.681 1.284
beta4_pH[11,33,2] 0.689 0.247 0.354 0.639 1.189
beta4_pH[12,33,2] 0.919 0.373 0.440 0.829 1.728
beta4_pH[13,33,2] 0.744 0.269 0.378 0.694 1.290
beta4_pH[14,33,2] 1.045 0.336 0.565 0.987 1.696
beta4_pH[15,33,2] 0.912 0.264 0.541 0.873 1.443
beta4_pH[16,33,2] 0.899 0.370 0.419 0.825 1.658
beta4_pH[1,34,2] 0.686 0.285 0.306 0.636 1.286
beta4_pH[2,34,2] 0.852 0.212 0.544 0.827 1.263
beta4_pH[3,34,2] 0.912 0.289 0.513 0.865 1.481
beta4_pH[4,34,2] 0.805 0.269 0.429 0.764 1.345
beta4_pH[5,34,2] 0.670 0.523 0.087 0.536 1.955
beta4_pH[6,34,2] 1.941 1.759 0.223 1.337 6.587
beta4_pH[7,34,2] 1.119 0.624 0.347 0.957 2.506
beta4_pH[8,34,2] 0.747 0.428 0.229 0.645 1.724
beta4_pH[9,34,2] 0.906 0.544 0.275 0.748 2.141
beta4_pH[10,34,2] 0.733 0.280 0.347 0.689 1.289
beta4_pH[11,34,2] 0.697 0.247 0.352 0.658 1.186
beta4_pH[12,34,2] 0.920 0.373 0.439 0.826 1.720
beta4_pH[13,34,2] 0.744 0.265 0.380 0.698 1.288
beta4_pH[14,34,2] 1.028 0.342 0.559 0.969 1.700
beta4_pH[15,34,2] 0.914 0.270 0.538 0.869 1.450
beta4_pH[16,34,2] 0.895 0.354 0.420 0.826 1.641
beta4_pH[1,35,2] 0.410 0.142 0.197 0.388 0.742
beta4_pH[2,35,2] 0.784 0.085 0.631 0.780 0.963
beta4_pH[3,35,2] 1.024 0.169 0.733 1.007 1.398
beta4_pH[4,35,2] 0.591 0.222 0.276 0.554 1.143
beta4_pH[5,35,2] 0.124 0.094 0.028 0.099 0.374
beta4_pH[6,35,2] 0.737 0.712 0.126 0.533 2.470
beta4_pH[7,35,2] 2.265 1.785 0.414 1.750 7.006
beta4_pH[8,35,2] 0.519 0.256 0.187 0.466 1.177
beta4_pH[9,35,2] 0.616 0.578 0.100 0.453 2.151
beta4_pH[10,35,2] 0.630 0.133 0.412 0.616 0.929
beta4_pH[11,35,2] 0.754 0.197 0.452 0.731 1.199
beta4_pH[12,35,2] 1.436 0.910 0.377 1.199 3.802
beta4_pH[13,35,2] 0.725 0.108 0.537 0.717 0.957
beta4_pH[14,35,2] 0.802 0.275 0.407 0.751 1.473
beta4_pH[15,35,2] 0.880 0.120 0.670 0.870 1.136
beta4_pH[16,35,2] 0.599 0.279 0.238 0.547 1.277
beta4_pH[1,36,2] 0.922 0.201 0.595 0.901 1.362
beta4_pH[2,36,2] 0.861 0.111 0.663 0.853 1.099
beta4_pH[3,36,2] 0.868 0.153 0.611 0.854 1.207
beta4_pH[4,36,2] 0.763 0.229 0.398 0.734 1.297
beta4_pH[5,36,2] 0.682 0.826 0.070 0.437 2.760
beta4_pH[6,36,2] 5.836 4.276 0.780 4.562 16.683
beta4_pH[7,36,2] 1.135 0.661 0.347 0.985 2.865
beta4_pH[8,36,2] 0.914 0.384 0.369 0.838 1.852
beta4_pH[9,36,2] 0.545 0.407 0.129 0.440 1.568
beta4_pH[10,36,2] 0.462 0.128 0.262 0.443 0.762
beta4_pH[11,36,2] 0.548 0.108 0.368 0.537 0.785
beta4_pH[12,36,2] 0.850 0.472 0.280 0.744 2.094
beta4_pH[13,36,2] 0.791 0.130 0.570 0.782 1.075
beta4_pH[14,36,2] 1.236 0.462 0.572 1.152 2.359
beta4_pH[15,36,2] 0.955 0.135 0.720 0.945 1.256
beta4_pH[16,36,2] 1.021 0.391 0.466 0.952 1.976
beta4_pH[1,37,2] 0.763 0.176 0.476 0.746 1.168
beta4_pH[2,37,2] 0.774 0.086 0.621 0.770 0.955
beta4_pH[3,37,2] 0.902 0.132 0.671 0.894 1.184
beta4_pH[4,37,2] 0.752 0.225 0.411 0.720 1.255
beta4_pH[5,37,2] 1.113 1.264 0.118 0.736 4.388
beta4_pH[6,37,2] 2.050 1.989 0.264 1.453 7.679
beta4_pH[7,37,2] 1.245 0.822 0.307 1.027 3.454
beta4_pH[8,37,2] 0.966 0.402 0.406 0.890 1.960
beta4_pH[9,37,2] 1.764 1.843 0.210 1.198 6.579
beta4_pH[10,37,2] 0.770 0.154 0.511 0.749 1.111
beta4_pH[11,37,2] 0.839 0.168 0.563 0.820 1.205
beta4_pH[12,37,2] 0.793 0.493 0.216 0.674 2.119
beta4_pH[13,37,2] 0.620 0.094 0.453 0.612 0.824
beta4_pH[14,37,2] 1.002 0.358 0.479 0.942 1.866
beta4_pH[15,37,2] 0.703 0.101 0.530 0.695 0.925
beta4_pH[16,37,2] 0.609 0.188 0.322 0.583 1.056
beta4_pH[1,38,2] 0.737 0.155 0.481 0.722 1.078
beta4_pH[2,38,2] 0.712 0.085 0.560 0.706 0.889
beta4_pH[3,38,2] 0.895 0.163 0.623 0.878 1.245
beta4_pH[4,38,2] 0.910 0.243 0.520 0.878 1.487
beta4_pH[5,38,2] 0.517 0.441 0.097 0.397 1.583
beta4_pH[6,38,2] 1.684 2.064 0.148 1.016 7.317
beta4_pH[7,38,2] 0.511 0.308 0.153 0.435 1.298
beta4_pH[8,38,2] 0.764 0.309 0.330 0.701 1.514
beta4_pH[9,38,2] 1.542 1.060 0.386 1.243 4.260
beta4_pH[10,38,2] 0.725 0.160 0.462 0.707 1.082
beta4_pH[11,38,2] 0.533 0.136 0.318 0.517 0.842
beta4_pH[12,38,2] 0.786 0.521 0.214 0.646 2.142
beta4_pH[13,38,2] 0.917 0.181 0.605 0.903 1.326
beta4_pH[14,38,2] 1.143 0.459 0.493 1.062 2.248
beta4_pH[15,38,2] 0.847 0.095 0.671 0.842 1.038
beta4_pH[16,38,2] 0.832 0.348 0.369 0.759 1.712
beta4_pH[1,39,2] 0.703 0.145 0.465 0.689 1.029
beta4_pH[2,39,2] 0.863 0.103 0.674 0.856 1.080
beta4_pH[3,39,2] 0.840 0.119 0.631 0.830 1.103
beta4_pH[4,39,2] 0.844 0.285 0.424 0.798 1.500
beta4_pH[5,39,2] 1.062 1.157 0.125 0.709 4.147
beta4_pH[6,39,2] 0.488 0.681 0.041 0.280 2.339
beta4_pH[7,39,2] 1.848 1.639 0.325 1.347 6.455
beta4_pH[8,39,2] 1.400 0.795 0.438 1.216 3.329
beta4_pH[9,39,2] 2.099 1.716 0.389 1.597 6.898
beta4_pH[10,39,2] 0.761 0.204 0.435 0.735 1.214
beta4_pH[11,39,2] 0.696 0.176 0.415 0.675 1.113
beta4_pH[12,39,2] 0.773 0.448 0.226 0.668 1.873
beta4_pH[13,39,2] 0.728 0.117 0.533 0.720 0.976
beta4_pH[14,39,2] 0.979 0.367 0.455 0.923 1.856
beta4_pH[15,39,2] 0.996 0.105 0.811 0.993 1.210
beta4_pH[16,39,2] 0.852 0.343 0.356 0.799 1.689
beta4_pH[1,40,2] 0.772 0.132 0.546 0.761 1.057
beta4_pH[2,40,2] 0.763 0.084 0.613 0.759 0.943
beta4_pH[3,40,2] 0.926 0.145 0.677 0.914 1.233
beta4_pH[4,40,2] 0.888 0.212 0.553 0.864 1.381
beta4_pH[5,40,2] 0.318 0.213 0.078 0.266 0.875
beta4_pH[6,40,2] 2.034 2.145 0.240 1.371 8.080
beta4_pH[7,40,2] 1.570 1.414 0.274 1.175 5.405
beta4_pH[8,40,2] 0.349 0.274 0.076 0.274 1.078
beta4_pH[9,40,2] 0.526 0.514 0.070 0.373 1.859
beta4_pH[10,40,2] 0.919 0.249 0.534 0.886 1.501
beta4_pH[11,40,2] 0.464 0.111 0.282 0.454 0.711
beta4_pH[12,40,2] 0.656 0.392 0.199 0.560 1.666
beta4_pH[13,40,2] 0.784 0.120 0.577 0.776 1.038
beta4_pH[14,40,2] 0.760 0.247 0.391 0.723 1.352
beta4_pH[15,40,2] 0.838 0.094 0.666 0.833 1.032
beta4_pH[16,40,2] 1.159 0.499 0.480 1.060 2.372
beta4_pH[1,41,2] 0.615 0.133 0.396 0.603 0.919
beta4_pH[2,41,2] 0.789 0.107 0.605 0.785 1.024
beta4_pH[3,41,2] 0.882 0.143 0.631 0.870 1.188
beta4_pH[4,41,2] 0.872 0.384 0.335 0.801 1.793
beta4_pH[5,41,2] 1.431 0.810 0.428 1.253 3.532
beta4_pH[6,41,2] 2.845 2.884 0.276 1.917 11.075
beta4_pH[7,41,2] 0.831 0.495 0.241 0.705 2.106
beta4_pH[8,41,2] 1.204 0.733 0.366 1.022 3.104
beta4_pH[9,41,2] 0.515 0.631 0.058 0.333 2.095
beta4_pH[10,41,2] 0.777 0.173 0.489 0.759 1.174
beta4_pH[11,41,2] 0.845 0.235 0.472 0.815 1.392
beta4_pH[12,41,2] 0.957 0.466 0.359 0.849 2.096
beta4_pH[13,41,2] 0.699 0.113 0.505 0.692 0.942
beta4_pH[14,41,2] 1.120 0.341 0.600 1.072 1.925
beta4_pH[15,41,2] 0.787 0.098 0.608 0.782 0.992
beta4_pH[16,41,2] 0.938 0.428 0.348 0.859 2.022
beta4_pH[1,42,2] 0.672 0.140 0.430 0.658 0.978
beta4_pH[2,42,2] 0.782 0.097 0.615 0.774 0.991
beta4_pH[3,42,2] 0.796 0.154 0.540 0.777 1.134
beta4_pH[4,42,2] 0.989 0.331 0.491 0.948 1.767
beta4_pH[5,42,2] 1.421 1.551 0.156 0.956 5.631
beta4_pH[6,42,2] 0.337 0.270 0.069 0.259 1.075
beta4_pH[7,42,2] 0.970 0.619 0.262 0.803 2.567
beta4_pH[8,42,2] 0.782 0.329 0.322 0.730 1.574
beta4_pH[9,42,2] 0.807 0.636 0.170 0.646 2.428
beta4_pH[10,42,2] 0.910 0.209 0.570 0.887 1.377
beta4_pH[11,42,2] 0.640 0.142 0.407 0.622 0.961
beta4_pH[12,42,2] 0.845 0.388 0.333 0.771 1.791
beta4_pH[13,42,2] 0.513 0.163 0.273 0.489 0.905
beta4_pH[14,42,2] 0.902 0.318 0.443 0.849 1.702
beta4_pH[15,42,2] 0.924 0.092 0.758 0.918 1.115
beta4_pH[16,42,2] 0.566 0.202 0.264 0.535 1.068
beta4_pH[1,43,2] 0.796 0.198 0.484 0.767 1.255
beta4_pH[2,43,2] 0.756 0.083 0.610 0.750 0.931
beta4_pH[3,43,2] 0.670 0.096 0.506 0.662 0.880
beta4_pH[4,43,2] 0.849 0.283 0.419 0.809 1.510
beta4_pH[5,43,2] 1.588 0.735 0.601 1.434 3.462
beta4_pH[6,43,2] 1.140 0.912 0.220 0.879 3.409
beta4_pH[7,43,2] 0.706 0.589 0.124 0.549 2.293
beta4_pH[8,43,2] 0.643 0.290 0.249 0.582 1.360
beta4_pH[9,43,2] 1.147 1.035 0.177 0.826 4.111
beta4_pH[10,43,2] 0.678 0.144 0.441 0.663 0.999
beta4_pH[11,43,2] 0.638 0.136 0.414 0.626 0.950
beta4_pH[12,43,2] 0.754 0.373 0.274 0.674 1.693
beta4_pH[13,43,2] 0.582 0.119 0.380 0.571 0.846
beta4_pH[14,43,2] 1.102 0.348 0.579 1.058 1.906
beta4_pH[15,43,2] 0.849 0.101 0.671 0.843 1.061
beta4_pH[16,43,2] 1.226 0.459 0.552 1.152 2.338
beta4_pH[1,44,2] 0.613 0.164 0.357 0.593 0.986
beta4_pH[2,44,2] 0.704 0.079 0.564 0.699 0.874
beta4_pH[3,44,2] 0.634 0.100 0.462 0.626 0.853
beta4_pH[4,44,2] 0.827 0.205 0.501 0.801 1.277
beta4_pH[5,44,2] 1.254 0.620 0.466 1.125 2.824
beta4_pH[6,44,2] 1.262 1.476 0.131 0.809 5.373
beta4_pH[7,44,2] 1.140 0.663 0.350 0.982 2.902
beta4_pH[8,44,2] 0.447 0.282 0.116 0.377 1.157
beta4_pH[9,44,2] 1.017 0.939 0.168 0.746 3.439
beta4_pH[10,44,2] 0.631 0.159 0.379 0.614 0.984
beta4_pH[11,44,2] 0.362 0.127 0.177 0.340 0.674
beta4_pH[12,44,2] 0.610 0.314 0.196 0.542 1.387
beta4_pH[13,44,2] 0.538 0.097 0.371 0.532 0.756
beta4_pH[14,44,2] 0.684 0.178 0.398 0.663 1.099
beta4_pH[15,44,2] 0.646 0.086 0.499 0.641 0.825
beta4_pH[16,44,2] 0.428 0.189 0.173 0.391 0.917
beta4_pH[1,45,2] 0.795 0.192 0.481 0.770 1.228
beta4_pH[2,45,2] 0.707 0.088 0.551 0.702 0.899
beta4_pH[3,45,2] 0.764 0.139 0.529 0.754 1.071
beta4_pH[4,45,2] 0.747 0.193 0.437 0.725 1.181
beta4_pH[5,45,2] 0.982 1.191 0.091 0.615 4.283
beta4_pH[6,45,2] 1.204 1.152 0.178 0.871 4.297
beta4_pH[7,45,2] 0.703 0.607 0.130 0.540 2.333
beta4_pH[8,45,2] 1.206 0.552 0.475 1.089 2.597
beta4_pH[9,45,2] 0.104 0.120 0.010 0.067 0.417
beta4_pH[10,45,2] 0.852 0.210 0.520 0.828 1.343
beta4_pH[11,45,2] 0.473 0.102 0.307 0.463 0.695
beta4_pH[12,45,2] 0.781 0.360 0.299 0.712 1.669
beta4_pH[13,45,2] 0.461 0.077 0.324 0.456 0.626
beta4_pH[14,45,2] 0.744 0.176 0.458 0.723 1.158
beta4_pH[15,45,2] 0.508 0.070 0.384 0.504 0.657
beta4_pH[16,45,2] 0.267 0.167 0.072 0.231 0.683
beta4_pH[1,46,2] 0.798 0.162 0.526 0.779 1.169
beta4_pH[2,46,2] 0.679 0.097 0.514 0.671 0.890
beta4_pH[3,46,2] 0.759 0.117 0.557 0.749 1.017
beta4_pH[4,46,2] 0.879 0.323 0.405 0.824 1.637
beta4_pH[5,46,2] 1.139 0.619 0.369 0.990 2.695
beta4_pH[6,46,2] 1.461 1.849 0.124 0.873 6.848
beta4_pH[7,46,2] 1.703 1.327 0.359 1.324 5.232
beta4_pH[8,46,2] 1.075 0.479 0.422 0.986 2.201
beta4_pH[9,46,2] 1.611 1.554 0.216 1.155 5.840
beta4_pH[10,46,2] 0.662 0.178 0.373 0.641 1.071
beta4_pH[11,46,2] 0.697 0.156 0.437 0.680 1.045
beta4_pH[12,46,2] 1.154 0.593 0.384 1.030 2.586
beta4_pH[13,46,2] 0.597 0.187 0.317 0.574 1.023
beta4_pH[14,46,2] 0.983 0.358 0.464 0.922 1.856
beta4_pH[15,46,2] 0.625 0.076 0.490 0.621 0.781
beta4_pH[16,46,2] 0.621 0.277 0.250 0.567 1.282
beta4_pH[1,47,2] 0.631 0.146 0.391 0.615 0.943
beta4_pH[2,47,2] 0.768 0.111 0.571 0.760 1.011
beta4_pH[3,47,2] 0.773 0.116 0.568 0.766 1.028
beta4_pH[4,47,2] 0.553 0.227 0.234 0.516 1.129
beta4_pH[5,47,2] 0.114 0.091 0.024 0.087 0.358
beta4_pH[6,47,2] 0.188 0.135 0.044 0.153 0.551
beta4_pH[7,47,2] 0.480 0.427 0.079 0.363 1.603
beta4_pH[8,47,2] 0.860 0.590 0.224 0.704 2.540
beta4_pH[9,47,2] 0.483 0.614 0.043 0.290 2.264
beta4_pH[10,47,2] 0.841 0.270 0.434 0.799 1.458
beta4_pH[11,47,2] 0.589 0.119 0.382 0.577 0.849
beta4_pH[12,47,2] 1.610 0.928 0.458 1.385 3.944
beta4_pH[13,47,2] 0.684 0.119 0.481 0.675 0.948
beta4_pH[14,47,2] 0.862 0.328 0.407 0.799 1.680
beta4_pH[15,47,2] 0.709 0.117 0.508 0.698 0.968
beta4_pH[16,47,2] 0.823 0.346 0.361 0.765 1.666
beta4_pH[1,1,3] 0.697 0.290 0.308 0.646 1.292
beta4_pH[2,1,3] 0.850 0.215 0.543 0.817 1.261
beta4_pH[3,1,3] 0.916 0.289 0.513 0.878 1.476
beta4_pH[4,1,3] 0.809 0.271 0.430 0.768 1.343
beta4_pH[5,1,3] 0.691 0.539 0.087 0.556 1.991
beta4_pH[6,1,3] 1.982 1.780 0.231 1.348 6.788
beta4_pH[7,1,3] 1.115 0.621 0.346 0.963 2.515
beta4_pH[8,1,3] 0.774 0.436 0.226 0.687 1.734
beta4_pH[9,1,3] 0.928 0.551 0.274 0.767 2.192
beta4_pH[10,1,3] 0.726 0.277 0.347 0.676 1.294
beta4_pH[11,1,3] 0.687 0.248 0.351 0.649 1.197
beta4_pH[12,1,3] 0.925 0.379 0.439 0.837 1.734
beta4_pH[13,1,3] 0.752 0.268 0.382 0.712 1.295
beta4_pH[14,1,3] 1.023 0.337 0.562 0.955 1.704
beta4_pH[15,1,3] 0.912 0.267 0.540 0.870 1.447
beta4_pH[16,1,3] 0.895 0.362 0.421 0.820 1.647
beta4_pH[1,2,3] 0.690 0.288 0.304 0.635 1.285
beta4_pH[2,2,3] 0.854 0.216 0.542 0.830 1.264
beta4_pH[3,2,3] 0.925 0.288 0.513 0.885 1.485
beta4_pH[4,2,3] 0.816 0.274 0.431 0.779 1.346
beta4_pH[5,2,3] 0.678 0.528 0.086 0.541 1.984
beta4_pH[6,2,3] 1.898 1.735 0.230 1.288 6.478
beta4_pH[7,2,3] 1.104 0.622 0.347 0.942 2.509
beta4_pH[8,2,3] 0.763 0.429 0.226 0.670 1.708
beta4_pH[9,2,3] 0.918 0.544 0.276 0.771 2.163
beta4_pH[10,2,3] 0.722 0.279 0.347 0.670 1.297
beta4_pH[11,2,3] 0.687 0.244 0.351 0.647 1.190
beta4_pH[12,2,3] 0.928 0.381 0.437 0.843 1.731
beta4_pH[13,2,3] 0.746 0.268 0.380 0.707 1.294
beta4_pH[14,2,3] 1.030 0.334 0.563 0.980 1.702
beta4_pH[15,2,3] 0.908 0.270 0.535 0.864 1.450
beta4_pH[16,2,3] 0.906 0.356 0.419 0.848 1.658
beta4_pH[1,3,3] 0.686 0.288 0.305 0.626 1.279
beta4_pH[2,3,3] 0.848 0.212 0.544 0.814 1.256
beta4_pH[3,3,3] 0.909 0.287 0.512 0.853 1.475
beta4_pH[4,3,3] 0.811 0.269 0.431 0.774 1.341
beta4_pH[5,3,3] 0.676 0.532 0.088 0.528 2.003
beta4_pH[6,3,3] 1.931 1.756 0.227 1.338 6.769
beta4_pH[7,3,3] 1.100 0.605 0.348 0.948 2.500
beta4_pH[8,3,3] 0.766 0.428 0.226 0.671 1.740
beta4_pH[9,3,3] 0.924 0.549 0.274 0.768 2.201
beta4_pH[10,3,3] 0.732 0.277 0.348 0.682 1.288
beta4_pH[11,3,3] 0.688 0.244 0.353 0.650 1.194
beta4_pH[12,3,3] 0.933 0.381 0.438 0.845 1.736
beta4_pH[13,3,3] 0.743 0.267 0.381 0.692 1.291
beta4_pH[14,3,3] 1.020 0.335 0.561 0.968 1.692
beta4_pH[15,3,3] 0.918 0.268 0.538 0.877 1.438
beta4_pH[16,3,3] 0.909 0.357 0.420 0.847 1.650
beta4_pH[1,4,3] 0.687 0.289 0.303 0.635 1.275
beta4_pH[2,4,3] 0.855 0.215 0.543 0.825 1.265
beta4_pH[3,4,3] 0.913 0.288 0.511 0.873 1.476
beta4_pH[4,4,3] 0.814 0.269 0.435 0.774 1.338
beta4_pH[5,4,3] 0.667 0.524 0.087 0.523 1.981
beta4_pH[6,4,3] 1.946 1.706 0.227 1.371 6.546
beta4_pH[7,4,3] 1.111 0.616 0.352 0.961 2.510
beta4_pH[8,4,3] 0.761 0.434 0.224 0.664 1.720
beta4_pH[9,4,3] 0.907 0.541 0.271 0.751 2.175
beta4_pH[10,4,3] 0.720 0.278 0.343 0.670 1.293
beta4_pH[11,4,3] 0.694 0.248 0.355 0.649 1.186
beta4_pH[12,4,3] 0.927 0.376 0.439 0.837 1.725
beta4_pH[13,4,3] 0.744 0.270 0.379 0.697 1.297
beta4_pH[14,4,3] 1.029 0.338 0.559 0.978 1.703
beta4_pH[15,4,3] 0.923 0.269 0.538 0.878 1.440
beta4_pH[16,4,3] 0.893 0.358 0.417 0.820 1.647
beta4_pH[1,5,3] 0.700 0.288 0.306 0.651 1.287
beta4_pH[2,5,3] 0.860 0.216 0.546 0.839 1.266
beta4_pH[3,5,3] 0.917 0.287 0.513 0.872 1.474
beta4_pH[4,5,3] 0.808 0.270 0.430 0.760 1.344
beta4_pH[5,5,3] 0.660 0.520 0.086 0.516 1.959
beta4_pH[6,5,3] 1.925 1.745 0.224 1.321 6.717
beta4_pH[7,5,3] 1.093 0.604 0.348 0.958 2.484
beta4_pH[8,5,3] 0.756 0.427 0.228 0.664 1.736
beta4_pH[9,5,3] 0.927 0.545 0.277 0.787 2.197
beta4_pH[10,5,3] 0.723 0.277 0.347 0.672 1.283
beta4_pH[11,5,3] 0.694 0.249 0.353 0.649 1.198
beta4_pH[12,5,3] 0.938 0.384 0.441 0.857 1.749
beta4_pH[13,5,3] 0.741 0.265 0.380 0.691 1.286
beta4_pH[14,5,3] 1.032 0.334 0.560 0.988 1.693
beta4_pH[15,5,3] 0.918 0.271 0.536 0.874 1.449
beta4_pH[16,5,3] 0.902 0.359 0.421 0.833 1.650
beta4_pH[1,6,3] 0.700 0.294 0.303 0.641 1.289
beta4_pH[2,6,3] 0.853 0.214 0.545 0.823 1.256
beta4_pH[3,6,3] 0.920 0.289 0.514 0.870 1.476
beta4_pH[4,6,3] 0.808 0.272 0.431 0.761 1.346
beta4_pH[5,6,3] 0.658 0.507 0.085 0.531 1.924
beta4_pH[6,6,3] 1.967 1.757 0.232 1.361 6.685
beta4_pH[7,6,3] 1.113 0.615 0.351 0.965 2.496
beta4_pH[8,6,3] 0.758 0.430 0.226 0.657 1.717
beta4_pH[9,6,3] 0.929 0.551 0.277 0.783 2.186
beta4_pH[10,6,3] 0.717 0.281 0.344 0.664 1.284
beta4_pH[11,6,3] 0.693 0.247 0.354 0.652 1.191
beta4_pH[12,6,3] 0.919 0.377 0.436 0.825 1.746
beta4_pH[13,6,3] 0.743 0.268 0.381 0.692 1.299
beta4_pH[14,6,3] 1.028 0.336 0.561 0.981 1.695
beta4_pH[15,6,3] 0.922 0.265 0.539 0.884 1.441
beta4_pH[16,6,3] 0.900 0.360 0.422 0.840 1.647
beta4_pH[1,7,3] 0.687 0.287 0.305 0.640 1.292
beta4_pH[2,7,3] 0.850 0.215 0.543 0.819 1.262
beta4_pH[3,7,3] 0.912 0.290 0.513 0.858 1.486
beta4_pH[4,7,3] 0.808 0.267 0.433 0.772 1.339
beta4_pH[5,7,3] 0.671 0.531 0.088 0.529 1.967
beta4_pH[6,7,3] 1.918 1.729 0.227 1.331 6.609
beta4_pH[7,7,3] 1.083 0.606 0.347 0.931 2.496
beta4_pH[8,7,3] 0.761 0.435 0.228 0.662 1.726
beta4_pH[9,7,3] 0.926 0.543 0.274 0.781 2.194
beta4_pH[10,7,3] 0.727 0.278 0.344 0.682 1.286
beta4_pH[11,7,3] 0.687 0.247 0.354 0.642 1.187
beta4_pH[12,7,3] 0.936 0.382 0.440 0.843 1.742
beta4_pH[13,7,3] 0.747 0.271 0.380 0.700 1.288
beta4_pH[14,7,3] 1.025 0.337 0.563 0.966 1.693
beta4_pH[15,7,3] 0.920 0.272 0.535 0.872 1.440
beta4_pH[16,7,3] 0.903 0.359 0.419 0.836 1.659
beta4_pH[1,8,3] 0.685 0.286 0.308 0.630 1.284
beta4_pH[2,8,3] 0.848 0.216 0.546 0.817 1.258
beta4_pH[3,8,3] 0.911 0.282 0.514 0.858 1.462
beta4_pH[4,8,3] 0.798 0.267 0.428 0.754 1.330
beta4_pH[5,8,3] 0.695 0.532 0.089 0.570 1.986
beta4_pH[6,8,3] 1.921 1.699 0.227 1.347 6.371
beta4_pH[7,8,3] 1.111 0.615 0.347 0.950 2.464
beta4_pH[8,8,3] 0.754 0.420 0.227 0.663 1.688
beta4_pH[9,8,3] 0.915 0.549 0.276 0.755 2.187
beta4_pH[10,8,3] 0.724 0.280 0.344 0.676 1.298
beta4_pH[11,8,3] 0.683 0.246 0.348 0.635 1.194
beta4_pH[12,8,3] 0.925 0.379 0.438 0.838 1.729
beta4_pH[13,8,3] 0.741 0.267 0.378 0.692 1.286
beta4_pH[14,8,3] 1.026 0.334 0.564 0.966 1.695
beta4_pH[15,8,3] 0.917 0.267 0.537 0.878 1.445
beta4_pH[16,8,3] 0.894 0.360 0.418 0.807 1.645
beta4_pH[1,9,3] 0.691 0.286 0.307 0.641 1.281
beta4_pH[2,9,3] 0.852 0.215 0.543 0.818 1.262
beta4_pH[3,9,3] 0.909 0.283 0.512 0.865 1.474
beta4_pH[4,9,3] 0.809 0.267 0.429 0.775 1.330
beta4_pH[5,9,3] 0.681 0.529 0.085 0.538 1.981
beta4_pH[6,9,3] 2.001 1.764 0.232 1.387 6.625
beta4_pH[7,9,3] 1.105 0.607 0.350 0.957 2.448
beta4_pH[8,9,3] 0.759 0.423 0.227 0.662 1.723
beta4_pH[9,9,3] 0.920 0.550 0.275 0.764 2.185
beta4_pH[10,9,3] 0.718 0.275 0.346 0.671 1.279
beta4_pH[11,9,3] 0.694 0.250 0.352 0.650 1.190
beta4_pH[12,9,3] 0.920 0.379 0.435 0.832 1.736
beta4_pH[13,9,3] 0.742 0.269 0.379 0.687 1.285
beta4_pH[14,9,3] 1.033 0.334 0.565 0.976 1.708
beta4_pH[15,9,3] 0.924 0.271 0.537 0.893 1.444
beta4_pH[16,9,3] 0.907 0.365 0.422 0.835 1.661
beta4_pH[1,10,3] 0.701 0.288 0.305 0.651 1.287
beta4_pH[2,10,3] 0.855 0.216 0.544 0.827 1.260
beta4_pH[3,10,3] 0.919 0.282 0.516 0.872 1.468
beta4_pH[4,10,3] 0.807 0.267 0.430 0.763 1.341
beta4_pH[5,10,3] 0.676 0.529 0.088 0.536 1.974
beta4_pH[6,10,3] 1.952 1.773 0.227 1.341 6.723
beta4_pH[7,10,3] 1.090 0.606 0.346 0.942 2.488
beta4_pH[8,10,3] 0.753 0.433 0.223 0.648 1.722
beta4_pH[9,10,3] 0.931 0.542 0.278 0.800 2.176
beta4_pH[10,10,3] 0.727 0.279 0.344 0.680 1.292
beta4_pH[11,10,3] 0.687 0.246 0.351 0.640 1.188
beta4_pH[12,10,3] 0.920 0.376 0.433 0.833 1.729
beta4_pH[13,10,3] 0.744 0.271 0.378 0.692 1.299
beta4_pH[14,10,3] 1.033 0.336 0.561 0.979 1.708
beta4_pH[15,10,3] 0.922 0.275 0.536 0.880 1.443
beta4_pH[16,10,3] 0.898 0.361 0.420 0.826 1.655
beta4_pH[1,11,3] 0.695 0.287 0.305 0.644 1.280
beta4_pH[2,11,3] 0.848 0.213 0.542 0.816 1.256
beta4_pH[3,11,3] 0.914 0.285 0.514 0.871 1.474
beta4_pH[4,11,3] 0.815 0.271 0.433 0.771 1.346
beta4_pH[5,11,3] 0.688 0.525 0.086 0.571 1.982
beta4_pH[6,11,3] 1.948 1.743 0.231 1.364 6.664
beta4_pH[7,11,3] 1.114 0.611 0.350 0.962 2.495
beta4_pH[8,11,3] 0.750 0.426 0.229 0.659 1.723
beta4_pH[9,11,3] 0.926 0.535 0.276 0.790 2.143
beta4_pH[10,11,3] 0.728 0.277 0.344 0.685 1.288
beta4_pH[11,11,3] 0.692 0.248 0.353 0.645 1.192
beta4_pH[12,11,3] 0.927 0.375 0.439 0.839 1.728
beta4_pH[13,11,3] 0.743 0.270 0.377 0.688 1.290
beta4_pH[14,11,3] 1.025 0.335 0.559 0.966 1.687
beta4_pH[15,11,3] 0.924 0.272 0.538 0.880 1.447
beta4_pH[16,11,3] 0.901 0.361 0.425 0.820 1.653
beta4_pH[1,12,3] 0.691 0.287 0.306 0.635 1.290
beta4_pH[2,12,3] 0.850 0.217 0.543 0.815 1.263
beta4_pH[3,12,3] 0.905 0.283 0.516 0.864 1.478
beta4_pH[4,12,3] 0.811 0.270 0.433 0.772 1.344
beta4_pH[5,12,3] 0.689 0.531 0.085 0.554 1.978
beta4_pH[6,12,3] 1.950 1.729 0.225 1.343 6.541
beta4_pH[7,12,3] 1.099 0.616 0.345 0.944 2.505
beta4_pH[8,12,3] 0.764 0.435 0.227 0.670 1.736
beta4_pH[9,12,3] 0.936 0.551 0.277 0.783 2.185
beta4_pH[10,12,3] 0.729 0.278 0.346 0.686 1.292
beta4_pH[11,12,3] 0.694 0.245 0.354 0.657 1.191
beta4_pH[12,12,3] 0.931 0.382 0.436 0.846 1.722
beta4_pH[13,12,3] 0.756 0.269 0.381 0.708 1.294
beta4_pH[14,12,3] 1.032 0.336 0.565 0.982 1.703
beta4_pH[15,12,3] 0.913 0.271 0.536 0.867 1.444
beta4_pH[16,12,3] 0.902 0.363 0.418 0.835 1.669
beta4_pH[1,13,3] 0.684 0.287 0.307 0.628 1.281
beta4_pH[2,13,3] 0.844 0.211 0.544 0.809 1.253
beta4_pH[3,13,3] 0.917 0.281 0.516 0.879 1.467
beta4_pH[4,13,3] 0.808 0.270 0.429 0.767 1.340
beta4_pH[5,13,3] 0.671 0.522 0.087 0.531 1.944
beta4_pH[6,13,3] 1.954 1.766 0.234 1.330 6.702
beta4_pH[7,13,3] 1.109 0.616 0.350 0.948 2.498
beta4_pH[8,13,3] 0.748 0.430 0.230 0.643 1.731
beta4_pH[9,13,3] 0.925 0.543 0.272 0.783 2.161
beta4_pH[10,13,3] 0.721 0.273 0.346 0.677 1.280
beta4_pH[11,13,3] 0.684 0.249 0.351 0.638 1.189
beta4_pH[12,13,3] 0.920 0.376 0.440 0.826 1.731
beta4_pH[13,13,3] 0.745 0.267 0.379 0.701 1.296
beta4_pH[14,13,3] 1.019 0.331 0.563 0.963 1.688
beta4_pH[15,13,3] 0.920 0.270 0.537 0.885 1.447
beta4_pH[16,13,3] 0.897 0.356 0.421 0.823 1.649
beta4_pH[1,14,3] 0.695 0.287 0.305 0.649 1.280
beta4_pH[2,14,3] 0.849 0.215 0.544 0.820 1.259
beta4_pH[3,14,3] 0.916 0.286 0.512 0.876 1.474
beta4_pH[4,14,3] 0.798 0.266 0.429 0.758 1.334
beta4_pH[5,14,3] 0.665 0.520 0.086 0.515 1.963
beta4_pH[6,14,3] 1.944 1.742 0.227 1.350 6.608
beta4_pH[7,14,3] 1.095 0.612 0.346 0.937 2.471
beta4_pH[8,14,3] 0.779 0.435 0.230 0.692 1.742
beta4_pH[9,14,3] 0.929 0.546 0.274 0.778 2.201
beta4_pH[10,14,3] 0.731 0.281 0.345 0.679 1.302
beta4_pH[11,14,3] 0.683 0.245 0.352 0.638 1.189
beta4_pH[12,14,3] 0.915 0.364 0.434 0.835 1.714
beta4_pH[13,14,3] 0.743 0.265 0.380 0.695 1.291
beta4_pH[14,14,3] 1.032 0.335 0.561 0.982 1.698
beta4_pH[15,14,3] 0.917 0.266 0.536 0.886 1.446
beta4_pH[16,14,3] 0.902 0.362 0.418 0.824 1.661
beta4_pH[1,15,3] 0.688 0.283 0.307 0.641 1.279
beta4_pH[2,15,3] 0.855 0.217 0.542 0.824 1.256
beta4_pH[3,15,3] 0.907 0.285 0.514 0.860 1.475
beta4_pH[4,15,3] 0.813 0.268 0.433 0.778 1.346
beta4_pH[5,15,3] 0.658 0.517 0.086 0.516 1.931
beta4_pH[6,15,3] 1.915 1.741 0.226 1.321 6.687
beta4_pH[7,15,3] 1.118 0.617 0.349 0.964 2.462
beta4_pH[8,15,3] 0.770 0.433 0.227 0.669 1.729
beta4_pH[9,15,3] 0.913 0.543 0.276 0.770 2.164
beta4_pH[10,15,3] 0.736 0.278 0.345 0.690 1.287
beta4_pH[11,15,3] 0.690 0.247 0.352 0.647 1.195
beta4_pH[12,15,3] 0.940 0.385 0.439 0.847 1.729
beta4_pH[13,15,3] 0.750 0.275 0.380 0.694 1.306
beta4_pH[14,15,3] 1.032 0.338 0.562 0.976 1.695
beta4_pH[15,15,3] 0.923 0.266 0.539 0.884 1.442
beta4_pH[16,15,3] 0.903 0.362 0.420 0.833 1.659
beta4_pH[1,16,3] 0.694 0.288 0.304 0.651 1.288
beta4_pH[2,16,3] 0.852 0.215 0.543 0.825 1.259
beta4_pH[3,16,3] 0.911 0.284 0.513 0.865 1.467
beta4_pH[4,16,3] 0.806 0.265 0.430 0.765 1.343
beta4_pH[5,16,3] 0.670 0.519 0.088 0.530 1.951
beta4_pH[6,16,3] 1.985 1.784 0.226 1.375 6.797
beta4_pH[7,16,3] 1.103 0.611 0.350 0.953 2.475
beta4_pH[8,16,3] 0.761 0.425 0.227 0.669 1.710
beta4_pH[9,16,3] 0.926 0.553 0.276 0.772 2.204
beta4_pH[10,16,3] 0.732 0.277 0.347 0.687 1.291
beta4_pH[11,16,3] 0.680 0.245 0.354 0.633 1.178
beta4_pH[12,16,3] 0.925 0.373 0.436 0.846 1.731
beta4_pH[13,16,3] 0.751 0.272 0.382 0.700 1.305
beta4_pH[14,16,3] 1.028 0.337 0.559 0.976 1.704
beta4_pH[15,16,3] 0.927 0.270 0.540 0.888 1.449
beta4_pH[16,16,3] 0.903 0.365 0.421 0.823 1.657
beta4_pH[1,17,3] 0.699 0.292 0.305 0.645 1.283
beta4_pH[2,17,3] 0.851 0.216 0.544 0.817 1.264
beta4_pH[3,17,3] 0.915 0.284 0.510 0.868 1.472
beta4_pH[4,17,3] 0.810 0.272 0.434 0.766 1.350
beta4_pH[5,17,3] 0.667 0.521 0.086 0.533 1.967
beta4_pH[6,17,3] 1.988 1.769 0.228 1.371 6.704
beta4_pH[7,17,3] 1.086 0.611 0.347 0.926 2.470
beta4_pH[8,17,3] 0.765 0.429 0.225 0.669 1.720
beta4_pH[9,17,3] 0.933 0.544 0.275 0.787 2.177
beta4_pH[10,17,3] 0.731 0.283 0.344 0.686 1.291
beta4_pH[11,17,3] 0.695 0.246 0.351 0.659 1.188
beta4_pH[12,17,3] 0.928 0.373 0.437 0.843 1.737
beta4_pH[13,17,3] 0.750 0.272 0.378 0.704 1.296
beta4_pH[14,17,3] 1.025 0.332 0.559 0.971 1.699
beta4_pH[15,17,3] 0.915 0.269 0.536 0.873 1.446
beta4_pH[16,17,3] 0.905 0.362 0.419 0.832 1.646
beta4_pH[1,18,3] 0.690 0.283 0.305 0.646 1.273
beta4_pH[2,18,3] 0.852 0.210 0.543 0.825 1.259
beta4_pH[3,18,3] 0.906 0.280 0.516 0.862 1.463
beta4_pH[4,18,3] 0.799 0.267 0.427 0.762 1.335
beta4_pH[5,18,3] 0.678 0.529 0.087 0.534 1.975
beta4_pH[6,18,3] 1.883 1.700 0.232 1.277 6.663
beta4_pH[7,18,3] 1.107 0.612 0.350 0.959 2.462
beta4_pH[8,18,3] 0.758 0.425 0.224 0.665 1.717
beta4_pH[9,18,3] 0.922 0.543 0.274 0.780 2.183
beta4_pH[10,18,3] 0.722 0.278 0.344 0.676 1.281
beta4_pH[11,18,3] 0.684 0.249 0.350 0.636 1.194
beta4_pH[12,18,3] 0.919 0.374 0.438 0.829 1.723
beta4_pH[13,18,3] 0.740 0.268 0.377 0.691 1.272
beta4_pH[14,18,3] 1.033 0.336 0.564 0.974 1.704
beta4_pH[15,18,3] 0.917 0.269 0.536 0.874 1.442
beta4_pH[16,18,3] 0.905 0.361 0.419 0.836 1.657
beta4_pH[1,19,3] 0.693 0.291 0.306 0.643 1.286
beta4_pH[2,19,3] 0.845 0.210 0.546 0.818 1.252
beta4_pH[3,19,3] 0.906 0.285 0.512 0.860 1.470
beta4_pH[4,19,3] 0.811 0.273 0.430 0.770 1.348
beta4_pH[5,19,3] 0.666 0.516 0.088 0.530 1.936
beta4_pH[6,19,3] 1.969 1.781 0.226 1.349 6.803
beta4_pH[7,19,3] 1.087 0.607 0.347 0.943 2.497
beta4_pH[8,19,3] 0.759 0.420 0.225 0.673 1.707
beta4_pH[9,19,3] 0.924 0.538 0.275 0.783 2.147
beta4_pH[10,19,3] 0.725 0.278 0.344 0.676 1.296
beta4_pH[11,19,3] 0.694 0.243 0.356 0.652 1.189
beta4_pH[12,19,3] 0.932 0.382 0.440 0.840 1.731
beta4_pH[13,19,3] 0.752 0.274 0.381 0.700 1.301
beta4_pH[14,19,3] 1.030 0.336 0.560 0.974 1.695
beta4_pH[15,19,3] 0.923 0.269 0.539 0.891 1.438
beta4_pH[16,19,3] 0.905 0.368 0.420 0.824 1.661
beta4_pH[1,20,3] 0.692 0.288 0.305 0.642 1.278
beta4_pH[2,20,3] 0.854 0.211 0.542 0.832 1.256
beta4_pH[3,20,3] 0.926 0.286 0.514 0.892 1.472
beta4_pH[4,20,3] 0.800 0.265 0.430 0.758 1.331
beta4_pH[5,20,3] 0.667 0.521 0.087 0.521 1.977
beta4_pH[6,20,3] 1.911 1.732 0.232 1.313 6.663
beta4_pH[7,20,3] 1.100 0.609 0.353 0.947 2.481
beta4_pH[8,20,3] 0.765 0.429 0.226 0.666 1.736
beta4_pH[9,20,3] 0.918 0.551 0.274 0.762 2.188
beta4_pH[10,20,3] 0.722 0.282 0.345 0.665 1.295
beta4_pH[11,20,3] 0.684 0.244 0.351 0.639 1.182
beta4_pH[12,20,3] 0.929 0.377 0.441 0.844 1.726
beta4_pH[13,20,3] 0.733 0.267 0.379 0.680 1.288
beta4_pH[14,20,3] 1.035 0.341 0.561 0.984 1.698
beta4_pH[15,20,3] 0.924 0.266 0.540 0.885 1.439
beta4_pH[16,20,3] 0.900 0.365 0.416 0.820 1.653
beta4_pH[1,21,3] 0.689 0.286 0.305 0.637 1.283
beta4_pH[2,21,3] 0.846 0.212 0.543 0.812 1.262
beta4_pH[3,21,3] 0.906 0.280 0.515 0.865 1.462
beta4_pH[4,21,3] 0.803 0.267 0.432 0.765 1.335
beta4_pH[5,21,3] 0.671 0.521 0.087 0.542 1.942
beta4_pH[6,21,3] 1.910 1.726 0.233 1.320 6.632
beta4_pH[7,21,3] 1.108 0.609 0.349 0.959 2.484
beta4_pH[8,21,3] 0.744 0.417 0.224 0.653 1.695
beta4_pH[9,21,3] 0.943 0.548 0.277 0.799 2.178
beta4_pH[10,21,3] 0.735 0.281 0.347 0.696 1.294
beta4_pH[11,21,3] 0.694 0.249 0.353 0.643 1.194
beta4_pH[12,21,3] 0.934 0.372 0.437 0.855 1.723
beta4_pH[13,21,3] 0.755 0.267 0.378 0.716 1.278
beta4_pH[14,21,3] 1.032 0.337 0.560 0.974 1.702
beta4_pH[15,21,3] 0.912 0.273 0.533 0.870 1.447
beta4_pH[16,21,3] 0.900 0.368 0.420 0.823 1.660
beta4_pH[1,22,3] 0.685 0.290 0.305 0.624 1.290
beta4_pH[2,22,3] 0.848 0.216 0.544 0.813 1.262
beta4_pH[3,22,3] 0.908 0.282 0.513 0.871 1.472
beta4_pH[4,22,3] 0.805 0.270 0.429 0.768 1.348
beta4_pH[5,22,3] 0.679 0.527 0.088 0.547 1.968
beta4_pH[6,22,3] 2.006 1.795 0.227 1.344 6.781
beta4_pH[7,22,3] 1.080 0.604 0.348 0.933 2.505
beta4_pH[8,22,3] 0.749 0.424 0.227 0.656 1.702
beta4_pH[9,22,3] 0.926 0.537 0.273 0.799 2.170
beta4_pH[10,22,3] 0.722 0.279 0.345 0.672 1.303
beta4_pH[11,22,3] 0.684 0.247 0.350 0.641 1.187
beta4_pH[12,22,3] 0.937 0.379 0.439 0.849 1.735
beta4_pH[13,22,3] 0.745 0.271 0.380 0.695 1.291
beta4_pH[14,22,3] 1.030 0.335 0.563 0.978 1.693
beta4_pH[15,22,3] 0.916 0.267 0.540 0.879 1.447
beta4_pH[16,22,3] 0.895 0.362 0.414 0.828 1.655
beta4_pH[1,23,3] 0.693 0.288 0.306 0.644 1.288
beta4_pH[2,23,3] 0.853 0.215 0.543 0.823 1.266
beta4_pH[3,23,3] 0.906 0.287 0.514 0.854 1.478
beta4_pH[4,23,3] 0.811 0.270 0.434 0.771 1.353
beta4_pH[5,23,3] 0.669 0.522 0.087 0.532 1.966
beta4_pH[6,23,3] 1.951 1.761 0.225 1.326 6.645
beta4_pH[7,23,3] 1.106 0.617 0.346 0.950 2.501
beta4_pH[8,23,3] 0.772 0.435 0.228 0.679 1.730
beta4_pH[9,23,3] 0.918 0.548 0.276 0.764 2.200
beta4_pH[10,23,3] 0.723 0.280 0.346 0.677 1.292
beta4_pH[11,23,3] 0.691 0.246 0.353 0.643 1.184
beta4_pH[12,23,3] 0.928 0.375 0.439 0.841 1.718
beta4_pH[13,23,3] 0.735 0.264 0.380 0.684 1.295
beta4_pH[14,23,3] 1.021 0.334 0.561 0.962 1.707
beta4_pH[15,23,3] 0.912 0.268 0.536 0.867 1.444
beta4_pH[16,23,3] 0.907 0.368 0.421 0.828 1.671
beta4_pH[1,24,3] 0.688 0.285 0.305 0.642 1.280
beta4_pH[2,24,3] 0.848 0.215 0.542 0.819 1.262
beta4_pH[3,24,3] 0.915 0.285 0.513 0.872 1.471
beta4_pH[4,24,3] 0.815 0.272 0.434 0.776 1.348
beta4_pH[5,24,3] 0.684 0.537 0.085 0.536 1.966
beta4_pH[6,24,3] 1.992 1.787 0.229 1.353 6.771
beta4_pH[7,24,3] 1.086 0.604 0.350 0.935 2.492
beta4_pH[8,24,3] 0.756 0.431 0.225 0.652 1.723
beta4_pH[9,24,3] 0.932 0.541 0.277 0.802 2.179
beta4_pH[10,24,3] 0.729 0.281 0.345 0.681 1.294
beta4_pH[11,24,3] 0.689 0.249 0.349 0.647 1.194
beta4_pH[12,24,3] 0.929 0.377 0.441 0.834 1.741
beta4_pH[13,24,3] 0.751 0.272 0.381 0.702 1.306
beta4_pH[14,24,3] 1.033 0.335 0.560 0.975 1.709
beta4_pH[15,24,3] 0.918 0.274 0.536 0.871 1.443
beta4_pH[16,24,3] 0.899 0.363 0.422 0.815 1.665
beta4_pH[1,25,3] 0.699 0.287 0.305 0.649 1.287
beta4_pH[2,25,3] 0.848 0.214 0.542 0.815 1.259
beta4_pH[3,25,3] 0.908 0.280 0.516 0.861 1.480
beta4_pH[4,25,3] 0.816 0.271 0.432 0.776 1.347
beta4_pH[5,25,3] 0.691 0.532 0.087 0.560 1.989
beta4_pH[6,25,3] 1.941 1.753 0.221 1.328 6.566
beta4_pH[7,25,3] 1.100 0.613 0.351 0.947 2.476
beta4_pH[8,25,3] 0.749 0.425 0.225 0.649 1.715
beta4_pH[9,25,3] 0.916 0.537 0.273 0.774 2.181
beta4_pH[10,25,3] 0.727 0.278 0.345 0.688 1.286
beta4_pH[11,25,3] 0.688 0.241 0.352 0.647 1.184
beta4_pH[12,25,3] 0.933 0.381 0.434 0.846 1.724
beta4_pH[13,25,3] 0.741 0.269 0.378 0.691 1.288
beta4_pH[14,25,3] 1.026 0.334 0.560 0.971 1.708
beta4_pH[15,25,3] 0.911 0.268 0.539 0.863 1.439
beta4_pH[16,25,3] 0.894 0.359 0.421 0.817 1.643
beta4_pH[1,26,3] 0.693 0.290 0.307 0.637 1.292
beta4_pH[2,26,3] 0.850 0.213 0.546 0.820 1.264
beta4_pH[3,26,3] 0.910 0.282 0.513 0.868 1.479
beta4_pH[4,26,3] 0.808 0.270 0.432 0.764 1.346
beta4_pH[5,26,3] 0.686 0.529 0.085 0.548 1.957
beta4_pH[6,26,3] 1.931 1.741 0.229 1.348 6.788
beta4_pH[7,26,3] 1.100 0.607 0.347 0.944 2.473
beta4_pH[8,26,3] 0.762 0.426 0.226 0.677 1.714
beta4_pH[9,26,3] 0.938 0.551 0.276 0.796 2.189
beta4_pH[10,26,3] 0.719 0.279 0.342 0.673 1.302
beta4_pH[11,26,3] 0.690 0.247 0.350 0.644 1.192
beta4_pH[12,26,3] 0.926 0.376 0.436 0.841 1.730
beta4_pH[13,26,3] 0.747 0.269 0.380 0.694 1.298
beta4_pH[14,26,3] 1.035 0.341 0.560 0.978 1.706
beta4_pH[15,26,3] 0.910 0.267 0.538 0.868 1.437
beta4_pH[16,26,3] 0.903 0.361 0.419 0.840 1.645
beta4_pH[1,27,3] 0.695 0.286 0.305 0.649 1.288
beta4_pH[2,27,3] 0.851 0.213 0.546 0.822 1.260
beta4_pH[3,27,3] 0.914 0.285 0.515 0.867 1.480
beta4_pH[4,27,3] 0.812 0.271 0.432 0.765 1.336
beta4_pH[5,27,3] 0.674 0.525 0.086 0.534 1.951
beta4_pH[6,27,3] 1.962 1.774 0.235 1.322 6.714
beta4_pH[7,27,3] 1.087 0.611 0.345 0.933 2.468
beta4_pH[8,27,3] 0.774 0.433 0.225 0.683 1.732
beta4_pH[9,27,3] 0.941 0.554 0.279 0.801 2.205
beta4_pH[10,27,3] 0.722 0.279 0.348 0.666 1.296
beta4_pH[11,27,3] 0.693 0.242 0.353 0.655 1.177
beta4_pH[12,27,3] 0.931 0.380 0.440 0.851 1.725
beta4_pH[13,27,3] 0.737 0.266 0.379 0.690 1.288
beta4_pH[14,27,3] 1.043 0.337 0.563 0.991 1.698
beta4_pH[15,27,3] 0.918 0.269 0.535 0.876 1.440
beta4_pH[16,27,3] 0.911 0.360 0.418 0.844 1.648
beta4_pH[1,28,3] 0.691 0.287 0.306 0.641 1.290
beta4_pH[2,28,3] 0.854 0.216 0.544 0.824 1.264
beta4_pH[3,28,3] 0.905 0.283 0.513 0.858 1.472
beta4_pH[4,28,3] 0.813 0.274 0.430 0.773 1.350
beta4_pH[5,28,3] 0.665 0.519 0.084 0.527 1.974
beta4_pH[6,28,3] 1.970 1.773 0.224 1.361 6.766
beta4_pH[7,28,3] 1.073 0.600 0.349 0.925 2.450
beta4_pH[8,28,3] 0.768 0.433 0.229 0.672 1.727
beta4_pH[9,28,3] 0.937 0.545 0.275 0.797 2.190
beta4_pH[10,28,3] 0.726 0.278 0.346 0.678 1.293
beta4_pH[11,28,3] 0.697 0.245 0.352 0.663 1.183
beta4_pH[12,28,3] 0.923 0.374 0.437 0.834 1.714
beta4_pH[13,28,3] 0.749 0.269 0.379 0.700 1.291
beta4_pH[14,28,3] 1.030 0.335 0.559 0.980 1.694
beta4_pH[15,28,3] 0.924 0.274 0.535 0.887 1.447
beta4_pH[16,28,3] 0.888 0.359 0.416 0.803 1.639
beta4_pH[1,29,3] 0.687 0.285 0.307 0.635 1.290
beta4_pH[2,29,3] 0.855 0.215 0.543 0.833 1.264
beta4_pH[3,29,3] 0.916 0.286 0.513 0.869 1.468
beta4_pH[4,29,3] 0.816 0.272 0.431 0.778 1.343
beta4_pH[5,29,3] 0.674 0.520 0.087 0.548 1.939
beta4_pH[6,29,3] 1.873 1.695 0.229 1.292 6.540
beta4_pH[7,29,3] 1.086 0.606 0.349 0.931 2.443
beta4_pH[8,29,3] 0.758 0.424 0.225 0.671 1.702
beta4_pH[9,29,3] 0.948 0.557 0.277 0.796 2.203
beta4_pH[10,29,3] 0.732 0.280 0.346 0.683 1.305
beta4_pH[11,29,3] 0.687 0.249 0.350 0.641 1.191
beta4_pH[12,29,3] 0.934 0.378 0.437 0.853 1.727
beta4_pH[13,29,3] 0.746 0.272 0.379 0.689 1.295
beta4_pH[14,29,3] 1.028 0.339 0.560 0.976 1.700
beta4_pH[15,29,3] 0.920 0.270 0.536 0.886 1.438
beta4_pH[16,29,3] 0.901 0.360 0.418 0.830 1.661
beta4_pH[1,30,3] 0.696 0.285 0.306 0.647 1.283
beta4_pH[2,30,3] 0.853 0.215 0.545 0.817 1.259
beta4_pH[3,30,3] 0.915 0.287 0.516 0.870 1.478
beta4_pH[4,30,3] 0.808 0.268 0.434 0.769 1.344
beta4_pH[5,30,3] 0.652 0.515 0.084 0.514 1.954
beta4_pH[6,30,3] 1.912 1.724 0.226 1.343 6.793
beta4_pH[7,30,3] 1.101 0.602 0.349 0.963 2.493
beta4_pH[8,30,3] 0.761 0.431 0.228 0.669 1.725
beta4_pH[9,30,3] 0.931 0.556 0.276 0.772 2.202
beta4_pH[10,30,3] 0.728 0.280 0.346 0.677 1.294
beta4_pH[11,30,3] 0.689 0.246 0.353 0.648 1.191
beta4_pH[12,30,3] 0.933 0.378 0.437 0.847 1.732
beta4_pH[13,30,3] 0.747 0.270 0.381 0.701 1.298
beta4_pH[14,30,3] 1.022 0.340 0.562 0.963 1.699
beta4_pH[15,30,3] 0.920 0.266 0.540 0.888 1.441
beta4_pH[16,30,3] 0.907 0.366 0.419 0.832 1.664
beta4_pH[1,31,3] 0.700 0.290 0.305 0.646 1.291
beta4_pH[2,31,3] 0.851 0.211 0.543 0.822 1.263
beta4_pH[3,31,3] 0.908 0.285 0.512 0.864 1.479
beta4_pH[4,31,3] 0.806 0.270 0.431 0.766 1.348
beta4_pH[5,31,3] 0.654 0.513 0.087 0.519 1.956
beta4_pH[6,31,3] 1.919 1.740 0.225 1.329 6.758
beta4_pH[7,31,3] 1.099 0.609 0.345 0.952 2.504
beta4_pH[8,31,3] 0.758 0.432 0.226 0.659 1.730
beta4_pH[9,31,3] 0.936 0.541 0.274 0.802 2.185
beta4_pH[10,31,3] 0.719 0.275 0.348 0.673 1.284
beta4_pH[11,31,3] 0.686 0.245 0.351 0.638 1.186
beta4_pH[12,31,3] 0.934 0.378 0.438 0.844 1.739
beta4_pH[13,31,3] 0.742 0.264 0.380 0.695 1.282
beta4_pH[14,31,3] 1.028 0.339 0.558 0.968 1.702
beta4_pH[15,31,3] 0.921 0.270 0.540 0.881 1.441
beta4_pH[16,31,3] 0.908 0.360 0.422 0.841 1.664
beta4_pH[1,32,3] 0.689 0.286 0.306 0.635 1.281
beta4_pH[2,32,3] 0.858 0.217 0.544 0.834 1.266
beta4_pH[3,32,3] 0.919 0.288 0.517 0.877 1.479
beta4_pH[4,32,3] 0.808 0.271 0.427 0.771 1.351
beta4_pH[5,32,3] 0.690 0.532 0.086 0.551 1.957
beta4_pH[6,32,3] 1.947 1.726 0.232 1.364 6.674
beta4_pH[7,32,3] 1.101 0.611 0.350 0.950 2.485
beta4_pH[8,32,3] 0.768 0.435 0.227 0.664 1.739
beta4_pH[9,32,3] 0.916 0.533 0.275 0.771 2.133
beta4_pH[10,32,3] 0.730 0.283 0.343 0.686 1.298
beta4_pH[11,32,3] 0.695 0.254 0.351 0.653 1.192
beta4_pH[12,32,3] 0.923 0.373 0.438 0.827 1.723
beta4_pH[13,32,3] 0.748 0.267 0.381 0.699 1.287
beta4_pH[14,32,3] 1.015 0.337 0.558 0.959 1.707
beta4_pH[15,32,3] 0.908 0.272 0.537 0.854 1.446
beta4_pH[16,32,3] 0.891 0.360 0.418 0.820 1.662
beta4_pH[1,33,3] 0.691 0.285 0.306 0.636 1.278
beta4_pH[2,33,3] 0.857 0.215 0.544 0.830 1.258
beta4_pH[3,33,3] 0.917 0.287 0.513 0.878 1.480
beta4_pH[4,33,3] 0.803 0.271 0.432 0.756 1.347
beta4_pH[5,33,3] 0.658 0.517 0.086 0.514 1.960
beta4_pH[6,33,3] 1.969 1.760 0.230 1.378 6.810
beta4_pH[7,33,3] 1.105 0.617 0.347 0.955 2.473
beta4_pH[8,33,3] 0.760 0.437 0.225 0.655 1.734
beta4_pH[9,33,3] 0.915 0.545 0.271 0.754 2.191
beta4_pH[10,33,3] 0.723 0.277 0.347 0.672 1.287
beta4_pH[11,33,3] 0.694 0.247 0.349 0.653 1.188
beta4_pH[12,33,3] 0.934 0.382 0.435 0.855 1.732
beta4_pH[13,33,3] 0.748 0.270 0.381 0.703 1.288
beta4_pH[14,33,3] 1.024 0.334 0.562 0.972 1.686
beta4_pH[15,33,3] 0.907 0.266 0.536 0.867 1.436
beta4_pH[16,33,3] 0.888 0.362 0.417 0.805 1.662
beta4_pH[1,34,3] 0.697 0.285 0.307 0.649 1.288
beta4_pH[2,34,3] 0.851 0.214 0.545 0.823 1.265
beta4_pH[3,34,3] 0.921 0.290 0.511 0.873 1.479
beta4_pH[4,34,3] 0.811 0.266 0.430 0.778 1.343
beta4_pH[5,34,3] 0.687 0.544 0.086 0.539 1.998
beta4_pH[6,34,3] 1.887 1.691 0.229 1.327 6.518
beta4_pH[7,34,3] 1.099 0.609 0.351 0.953 2.485
beta4_pH[8,34,3] 0.767 0.432 0.225 0.671 1.730
beta4_pH[9,34,3] 0.909 0.540 0.273 0.753 2.184
beta4_pH[10,34,3] 0.723 0.282 0.346 0.668 1.289
beta4_pH[11,34,3] 0.692 0.250 0.352 0.650 1.191
beta4_pH[12,34,3] 0.931 0.382 0.437 0.851 1.722
beta4_pH[13,34,3] 0.752 0.268 0.381 0.710 1.291
beta4_pH[14,34,3] 1.025 0.340 0.559 0.968 1.705
beta4_pH[15,34,3] 0.914 0.268 0.538 0.877 1.444
beta4_pH[16,34,3] 0.909 0.370 0.420 0.833 1.663
beta4_pH[1,35,3] 0.411 0.142 0.199 0.388 0.731
beta4_pH[2,35,3] 0.781 0.086 0.629 0.779 0.959
beta4_pH[3,35,3] 1.029 0.168 0.737 1.017 1.393
beta4_pH[4,35,3] 0.598 0.223 0.275 0.561 1.131
beta4_pH[5,35,3] 0.126 0.095 0.026 0.101 0.374
beta4_pH[6,35,3] 0.771 0.714 0.131 0.578 2.581
beta4_pH[7,35,3] 2.261 1.830 0.451 1.739 6.866
beta4_pH[8,35,3] 0.520 0.266 0.174 0.467 1.194
beta4_pH[9,35,3] 0.608 0.523 0.103 0.472 1.923
beta4_pH[10,35,3] 0.627 0.136 0.407 0.615 0.922
beta4_pH[11,35,3] 0.759 0.197 0.454 0.732 1.218
beta4_pH[12,35,3] 1.411 0.892 0.358 1.213 3.602
beta4_pH[13,35,3] 0.727 0.107 0.539 0.720 0.955
beta4_pH[14,35,3] 0.794 0.269 0.395 0.758 1.443
beta4_pH[15,35,3] 0.877 0.118 0.668 0.869 1.124
beta4_pH[16,35,3] 0.595 0.273 0.239 0.536 1.255
beta4_pH[1,36,3] 0.919 0.206 0.573 0.899 1.384
beta4_pH[2,36,3] 0.864 0.113 0.662 0.859 1.098
beta4_pH[3,36,3] 0.867 0.153 0.612 0.854 1.182
beta4_pH[4,36,3] 0.762 0.233 0.411 0.730 1.309
beta4_pH[5,36,3] 0.692 0.863 0.067 0.443 2.827
beta4_pH[6,36,3] 6.113 4.444 0.830 4.847 17.679
beta4_pH[7,36,3] 1.139 0.638 0.345 0.997 2.826
beta4_pH[8,36,3] 0.908 0.384 0.370 0.840 1.876
beta4_pH[9,36,3] 0.532 0.377 0.118 0.437 1.508
beta4_pH[10,36,3] 0.460 0.128 0.259 0.443 0.752
beta4_pH[11,36,3] 0.554 0.109 0.369 0.542 0.804
beta4_pH[12,36,3] 0.835 0.450 0.270 0.735 1.957
beta4_pH[13,36,3] 0.791 0.127 0.572 0.778 1.065
beta4_pH[14,36,3] 1.265 0.473 0.589 1.179 2.392
beta4_pH[15,36,3] 0.957 0.137 0.717 0.945 1.250
beta4_pH[16,36,3] 1.020 0.392 0.466 0.953 1.966
beta4_pH[1,37,3] 0.764 0.178 0.473 0.745 1.172
beta4_pH[2,37,3] 0.770 0.085 0.616 0.766 0.950
beta4_pH[3,37,3] 0.907 0.136 0.669 0.899 1.203
beta4_pH[4,37,3] 0.751 0.223 0.407 0.722 1.259
beta4_pH[5,37,3] 1.080 1.205 0.129 0.706 4.541
beta4_pH[6,37,3] 2.069 2.086 0.248 1.443 7.906
beta4_pH[7,37,3] 1.238 0.822 0.308 1.042 3.372
beta4_pH[8,37,3] 0.972 0.420 0.407 0.893 2.011
beta4_pH[9,37,3] 1.876 2.001 0.195 1.242 7.778
beta4_pH[10,37,3] 0.770 0.153 0.508 0.757 1.111
beta4_pH[11,37,3] 0.838 0.173 0.552 0.819 1.216
beta4_pH[12,37,3] 0.791 0.501 0.208 0.673 1.994
beta4_pH[13,37,3] 0.622 0.096 0.457 0.615 0.833
beta4_pH[14,37,3] 1.006 0.359 0.490 0.947 1.887
beta4_pH[15,37,3] 0.702 0.102 0.525 0.694 0.922
beta4_pH[16,37,3] 0.607 0.189 0.319 0.584 1.037
beta4_pH[1,38,3] 0.740 0.158 0.476 0.720 1.098
beta4_pH[2,38,3] 0.710 0.083 0.560 0.704 0.889
beta4_pH[3,38,3] 0.900 0.156 0.632 0.886 1.233
beta4_pH[4,38,3] 0.905 0.249 0.514 0.873 1.497
beta4_pH[5,38,3] 0.522 0.424 0.098 0.406 1.635
beta4_pH[6,38,3] 1.697 2.065 0.137 1.021 7.600
beta4_pH[7,38,3] 0.509 0.307 0.148 0.438 1.247
beta4_pH[8,38,3] 0.767 0.305 0.345 0.714 1.542
beta4_pH[9,38,3] 1.580 1.095 0.370 1.316 4.459
beta4_pH[10,38,3] 0.726 0.156 0.469 0.710 1.082
beta4_pH[11,38,3] 0.533 0.136 0.314 0.518 0.841
beta4_pH[12,38,3] 0.777 0.502 0.211 0.660 1.989
beta4_pH[13,38,3] 0.905 0.181 0.595 0.890 1.314
beta4_pH[14,38,3] 1.143 0.446 0.496 1.071 2.223
beta4_pH[15,38,3] 0.851 0.094 0.679 0.843 1.049
beta4_pH[16,38,3] 0.826 0.336 0.341 0.763 1.632
beta4_pH[1,39,3] 0.705 0.142 0.473 0.690 1.031
beta4_pH[2,39,3] 0.868 0.105 0.681 0.860 1.094
beta4_pH[3,39,3] 0.841 0.119 0.633 0.833 1.103
beta4_pH[4,39,3] 0.839 0.281 0.426 0.798 1.505
beta4_pH[5,39,3] 1.095 1.251 0.121 0.719 4.296
beta4_pH[6,39,3] 0.483 0.645 0.037 0.294 2.175
beta4_pH[7,39,3] 1.882 1.700 0.310 1.388 6.223
beta4_pH[8,39,3] 1.401 0.778 0.438 1.227 3.419
beta4_pH[9,39,3] 2.015 1.640 0.358 1.545 6.257
beta4_pH[10,39,3] 0.763 0.209 0.427 0.736 1.222
beta4_pH[11,39,3] 0.691 0.173 0.410 0.671 1.079
beta4_pH[12,39,3] 0.780 0.436 0.231 0.686 1.902
beta4_pH[13,39,3] 0.728 0.119 0.521 0.719 0.988
beta4_pH[14,39,3] 0.976 0.376 0.444 0.908 1.884
beta4_pH[15,39,3] 0.994 0.106 0.804 0.988 1.225
beta4_pH[16,39,3] 0.862 0.362 0.366 0.793 1.738
beta4_pH[1,40,3] 0.773 0.135 0.543 0.762 1.068
beta4_pH[2,40,3] 0.763 0.085 0.611 0.759 0.938
beta4_pH[3,40,3] 0.921 0.143 0.677 0.909 1.237
beta4_pH[4,40,3] 0.894 0.213 0.548 0.875 1.385
beta4_pH[5,40,3] 0.322 0.225 0.081 0.262 0.898
beta4_pH[6,40,3] 2.064 2.124 0.220 1.389 8.208
beta4_pH[7,40,3] 1.551 1.376 0.276 1.156 5.214
beta4_pH[8,40,3] 0.357 0.266 0.074 0.281 1.053
beta4_pH[9,40,3] 0.517 0.509 0.070 0.372 1.927
beta4_pH[10,40,3] 0.920 0.248 0.532 0.891 1.490
beta4_pH[11,40,3] 0.464 0.114 0.276 0.451 0.718
beta4_pH[12,40,3] 0.643 0.402 0.180 0.551 1.688
beta4_pH[13,40,3] 0.787 0.120 0.576 0.781 1.035
beta4_pH[14,40,3] 0.769 0.253 0.396 0.732 1.371
beta4_pH[15,40,3] 0.840 0.097 0.661 0.834 1.042
beta4_pH[16,40,3] 1.159 0.479 0.475 1.084 2.294
beta4_pH[1,41,3] 0.614 0.131 0.397 0.600 0.908
beta4_pH[2,41,3] 0.791 0.104 0.605 0.784 1.011
beta4_pH[3,41,3] 0.888 0.146 0.643 0.874 1.191
beta4_pH[4,41,3] 0.862 0.378 0.336 0.787 1.834
beta4_pH[5,41,3] 1.423 0.787 0.448 1.242 3.442
beta4_pH[6,41,3] 2.990 2.983 0.290 1.992 11.733
beta4_pH[7,41,3] 0.823 0.491 0.240 0.707 2.060
beta4_pH[8,41,3] 1.199 0.736 0.349 1.019 3.073
beta4_pH[9,41,3] 0.532 0.638 0.062 0.349 2.049
beta4_pH[10,41,3] 0.779 0.175 0.496 0.762 1.178
beta4_pH[11,41,3] 0.846 0.235 0.477 0.821 1.405
beta4_pH[12,41,3] 0.959 0.468 0.357 0.864 2.057
beta4_pH[13,41,3] 0.701 0.114 0.502 0.694 0.953
beta4_pH[14,41,3] 1.124 0.358 0.585 1.067 1.980
beta4_pH[15,41,3] 0.786 0.098 0.610 0.779 0.992
beta4_pH[16,41,3] 0.944 0.458 0.352 0.846 2.086
beta4_pH[1,42,3] 0.672 0.139 0.436 0.659 0.985
beta4_pH[2,42,3] 0.785 0.096 0.614 0.779 0.994
beta4_pH[3,42,3] 0.801 0.153 0.538 0.788 1.142
beta4_pH[4,42,3] 0.977 0.318 0.496 0.933 1.719
beta4_pH[5,42,3] 1.468 1.626 0.156 0.950 5.974
beta4_pH[6,42,3] 0.342 0.264 0.071 0.268 1.040
beta4_pH[7,42,3] 0.973 0.618 0.265 0.819 2.547
beta4_pH[8,42,3] 0.774 0.343 0.313 0.706 1.583
beta4_pH[9,42,3] 0.790 0.621 0.165 0.619 2.432
beta4_pH[10,42,3] 0.915 0.203 0.583 0.895 1.376
beta4_pH[11,42,3] 0.643 0.143 0.416 0.628 0.974
beta4_pH[12,42,3] 0.838 0.392 0.311 0.752 1.843
beta4_pH[13,42,3] 0.511 0.161 0.268 0.491 0.882
beta4_pH[14,42,3] 0.914 0.325 0.452 0.859 1.700
beta4_pH[15,42,3] 0.923 0.094 0.751 0.920 1.113
beta4_pH[16,42,3] 0.570 0.204 0.273 0.536 1.051
beta4_pH[1,43,3] 0.799 0.194 0.480 0.779 1.229
beta4_pH[2,43,3] 0.753 0.084 0.602 0.748 0.930
beta4_pH[3,43,3] 0.668 0.095 0.501 0.662 0.876
beta4_pH[4,43,3] 0.844 0.280 0.423 0.804 1.517
beta4_pH[5,43,3] 1.606 0.758 0.605 1.457 3.464
beta4_pH[6,43,3] 1.138 0.917 0.234 0.884 3.507
beta4_pH[7,43,3] 0.729 0.630 0.129 0.549 2.417
beta4_pH[8,43,3] 0.632 0.277 0.249 0.573 1.317
beta4_pH[9,43,3] 1.185 1.112 0.177 0.860 4.000
beta4_pH[10,43,3] 0.686 0.150 0.432 0.672 1.009
beta4_pH[11,43,3] 0.638 0.136 0.412 0.625 0.943
beta4_pH[12,43,3] 0.761 0.381 0.273 0.682 1.707
beta4_pH[13,43,3] 0.587 0.119 0.391 0.577 0.847
beta4_pH[14,43,3] 1.098 0.349 0.573 1.042 1.907
beta4_pH[15,43,3] 0.848 0.103 0.662 0.845 1.064
beta4_pH[16,43,3] 1.240 0.463 0.569 1.163 2.372
beta4_pH[1,44,3] 0.613 0.168 0.355 0.588 1.000
beta4_pH[2,44,3] 0.704 0.081 0.552 0.702 0.875
beta4_pH[3,44,3] 0.634 0.099 0.455 0.627 0.856
beta4_pH[4,44,3] 0.829 0.208 0.496 0.804 1.300
beta4_pH[5,44,3] 1.236 0.583 0.469 1.118 2.697
beta4_pH[6,44,3] 1.291 1.429 0.122 0.834 5.316
beta4_pH[7,44,3] 1.169 0.644 0.365 1.014 2.810
beta4_pH[8,44,3] 0.450 0.283 0.114 0.384 1.177
beta4_pH[9,44,3] 0.982 0.852 0.162 0.716 3.450
beta4_pH[10,44,3] 0.627 0.158 0.379 0.608 0.985
beta4_pH[11,44,3] 0.359 0.124 0.177 0.341 0.643
beta4_pH[12,44,3] 0.610 0.329 0.202 0.532 1.459
beta4_pH[13,44,3] 0.543 0.099 0.376 0.534 0.758
beta4_pH[14,44,3] 0.683 0.178 0.396 0.663 1.097
beta4_pH[15,44,3] 0.644 0.086 0.495 0.639 0.826
beta4_pH[16,44,3] 0.438 0.193 0.178 0.400 0.896
beta4_pH[1,45,3] 0.793 0.189 0.479 0.773 1.219
beta4_pH[2,45,3] 0.710 0.087 0.554 0.705 0.901
beta4_pH[3,45,3] 0.768 0.141 0.531 0.756 1.092
beta4_pH[4,45,3] 0.754 0.197 0.452 0.725 1.217
beta4_pH[5,45,3] 0.975 1.139 0.103 0.632 3.993
beta4_pH[6,45,3] 1.177 1.083 0.181 0.869 3.986
beta4_pH[7,45,3] 0.699 0.574 0.132 0.541 2.344
beta4_pH[8,45,3] 1.195 0.527 0.468 1.098 2.526
beta4_pH[9,45,3] 0.104 0.129 0.010 0.066 0.435
beta4_pH[10,45,3] 0.854 0.209 0.517 0.828 1.323
beta4_pH[11,45,3] 0.471 0.104 0.302 0.461 0.699
beta4_pH[12,45,3] 0.784 0.368 0.293 0.717 1.697
beta4_pH[13,45,3] 0.463 0.074 0.335 0.457 0.624
beta4_pH[14,45,3] 0.743 0.179 0.463 0.722 1.158
beta4_pH[15,45,3] 0.511 0.072 0.385 0.506 0.666
beta4_pH[16,45,3] 0.262 0.165 0.070 0.223 0.687
beta4_pH[1,46,3] 0.801 0.167 0.522 0.782 1.173
beta4_pH[2,46,3] 0.682 0.100 0.509 0.675 0.900
beta4_pH[3,46,3] 0.755 0.116 0.556 0.745 1.005
beta4_pH[4,46,3] 0.870 0.332 0.394 0.809 1.688
beta4_pH[5,46,3] 1.123 0.590 0.358 0.996 2.656
beta4_pH[6,46,3] 1.484 1.936 0.109 0.862 6.793
beta4_pH[7,46,3] 1.675 1.211 0.381 1.360 4.839
beta4_pH[8,46,3] 1.073 0.489 0.421 0.967 2.293
beta4_pH[9,46,3] 1.600 1.523 0.236 1.155 5.762
beta4_pH[10,46,3] 0.670 0.180 0.391 0.648 1.088
beta4_pH[11,46,3] 0.705 0.166 0.435 0.683 1.089
beta4_pH[12,46,3] 1.148 0.567 0.374 1.032 2.598
beta4_pH[13,46,3] 0.597 0.179 0.319 0.573 1.003
beta4_pH[14,46,3] 0.984 0.360 0.451 0.923 1.872
beta4_pH[15,46,3] 0.621 0.077 0.488 0.614 0.784
beta4_pH[16,46,3] 0.606 0.262 0.250 0.555 1.254
beta4_pH[1,47,3] 0.627 0.145 0.396 0.610 0.960
beta4_pH[2,47,3] 0.767 0.111 0.566 0.761 1.005
beta4_pH[3,47,3] 0.770 0.116 0.566 0.761 1.017
beta4_pH[4,47,3] 0.547 0.219 0.236 0.504 1.083
beta4_pH[5,47,3] 0.112 0.085 0.023 0.089 0.334
beta4_pH[6,47,3] 0.184 0.129 0.041 0.151 0.537
beta4_pH[7,47,3] 0.475 0.407 0.088 0.359 1.553
beta4_pH[8,47,3] 0.853 0.610 0.223 0.696 2.487
beta4_pH[9,47,3] 0.476 0.669 0.042 0.287 2.055
beta4_pH[10,47,3] 0.842 0.262 0.445 0.804 1.447
beta4_pH[11,47,3] 0.589 0.122 0.383 0.576 0.869
beta4_pH[12,47,3] 1.652 0.994 0.478 1.412 4.309
beta4_pH[13,47,3] 0.686 0.122 0.477 0.675 0.960
beta4_pH[14,47,3] 0.865 0.324 0.400 0.810 1.632
beta4_pH[15,47,3] 0.712 0.117 0.513 0.700 0.962
beta4_pH[16,47,3] 0.814 0.324 0.348 0.756 1.591
beta0_pelagic[1] 2.250 0.140 1.980 2.251 2.526
beta0_pelagic[2] 1.482 0.132 1.230 1.484 1.743
beta0_pelagic[3] 0.255 0.276 -0.349 0.273 0.719
beta0_pelagic[4] 0.300 0.399 -0.719 0.338 0.946
beta0_pelagic[5] 1.431 0.216 1.019 1.426 1.860
beta0_pelagic[6] 1.363 0.155 1.059 1.362 1.659
beta0_pelagic[7] 1.517 0.148 1.232 1.515 1.816
beta0_pelagic[8] 1.747 0.146 1.457 1.746 2.041
beta0_pelagic[9] 2.653 0.166 2.344 2.652 2.983
beta0_pelagic[10] 2.537 0.138 2.271 2.537 2.811
beta0_pelagic[11] -0.465 0.333 -1.208 -0.429 0.111
beta0_pelagic[12] 1.720 0.142 1.448 1.719 1.999
beta0_pelagic[13] 0.351 0.272 -0.390 0.393 0.756
beta0_pelagic[14] -0.213 0.289 -0.922 -0.183 0.271
beta0_pelagic[15] -0.249 0.161 -0.590 -0.243 0.050
beta0_pelagic[16] -0.401 0.337 -1.194 -0.372 0.182
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.615 0.306 0.040 0.605 1.268
beta1_pelagic[4] 0.825 0.437 0.059 0.790 1.938
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.581 0.414 0.884 1.534 2.602
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 0.657 0.471 0.016 0.602 1.825
beta1_pelagic[14] 1.536 0.547 0.731 1.431 2.938
beta1_pelagic[15] 0.108 0.134 0.011 0.055 0.508
beta1_pelagic[16] 1.471 0.493 0.680 1.408 2.716
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 7.186 5.910 0.260 5.772 21.631
beta2_pelagic[4] 7.355 6.157 0.250 5.965 22.357
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 2.082 1.808 0.217 1.540 6.849
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 2.145 1.871 0.133 1.599 6.676
beta2_pelagic[14] 1.401 1.437 0.171 0.831 5.435
beta2_pelagic[15] 2.514 1.927 0.085 2.091 7.088
beta2_pelagic[16] 1.714 1.580 0.175 1.141 5.941
beta3_pelagic[1] 28.978 6.395 18.551 28.932 39.548
beta3_pelagic[2] 28.875 6.346 18.592 28.579 39.409
beta3_pelagic[3] 28.159 3.656 21.660 28.427 36.121
beta3_pelagic[4] 25.749 2.961 20.903 25.774 34.476
beta3_pelagic[5] 29.105 6.338 18.622 29.189 39.442
beta3_pelagic[6] 28.873 6.378 18.574 28.903 39.485
beta3_pelagic[7] 29.010 6.402 18.586 28.992 39.468
beta3_pelagic[8] 28.934 6.309 18.551 29.003 39.405
beta3_pelagic[9] 29.233 6.383 18.649 29.342 39.510
beta3_pelagic[10] 29.059 6.430 18.509 29.015 39.597
beta3_pelagic[11] 29.581 1.423 26.772 29.634 32.330
beta3_pelagic[12] 29.014 6.314 18.613 29.133 39.429
beta3_pelagic[13] 34.283 4.912 20.790 35.725 39.778
beta3_pelagic[14] 34.407 2.088 30.756 34.248 39.077
beta3_pelagic[15] 29.844 6.636 18.570 30.413 39.734
beta3_pelagic[16] 31.300 2.002 27.776 31.023 36.499
beta0_yellow[1] -0.507 0.163 -0.824 -0.504 -0.191
beta0_yellow[2] 0.566 0.216 0.143 0.581 0.914
beta0_yellow[3] -0.139 0.211 -0.561 -0.132 0.247
beta0_yellow[4] 0.936 0.325 0.011 0.989 1.342
beta0_yellow[5] 0.422 0.340 -0.355 0.474 0.963
beta0_yellow[6] 0.811 0.166 0.487 0.809 1.141
beta0_yellow[7] 0.919 0.164 0.607 0.914 1.258
beta0_yellow[8] 0.967 0.169 0.653 0.958 1.309
beta0_yellow[9] 0.575 0.172 0.226 0.583 0.888
beta0_yellow[10] 0.700 0.142 0.420 0.700 0.976
beta0_yellow[11] 0.194 0.170 -0.144 0.197 0.521
beta0_yellow[12] -1.124 0.180 -1.489 -1.123 -0.784
beta0_yellow[13] -0.853 0.171 -1.187 -0.856 -0.513
beta0_yellow[14] 0.027 0.176 -0.318 0.031 0.377
beta0_yellow[15] -0.795 0.173 -1.135 -0.796 -0.450
beta0_yellow[16] -0.239 0.174 -0.575 -0.237 0.099
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.016 0.393 0.461 0.971 1.759
beta1_yellow[3] 0.415 0.313 0.014 0.412 0.958
beta1_yellow[4] 1.264 0.686 0.499 1.113 3.435
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.473 5.976 -22.107 -6.098 -0.203
beta2_yellow[3] -7.611 5.786 -21.807 -6.355 -0.385
beta2_yellow[4] -6.335 5.975 -20.701 -4.822 -0.106
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 29.054 1.744 26.674 28.767 33.035
beta3_yellow[3] 32.071 4.205 20.439 32.587 39.656
beta3_yellow[4] 28.723 3.365 22.599 27.762 36.203
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[14] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[15] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[16] 25.000 0.000 25.000 25.000 25.000
beta0_black[1] -0.004 0.152 -0.290 -0.003 0.294
beta0_black[2] 1.890 0.135 1.630 1.891 2.150
beta0_black[3] 1.369 0.144 1.093 1.370 1.647
beta0_black[4] 2.487 0.141 2.208 2.486 2.768
beta0_black[5] 4.540 2.107 1.733 4.110 9.975
beta0_black[6] 4.447 2.029 2.115 3.926 9.867
beta0_black[7] 3.215 1.773 1.286 2.742 8.530
beta0_black[8] 0.921 0.233 0.483 0.914 1.381
beta0_black[9] 2.582 0.253 2.105 2.575 3.075
beta0_black[10] 1.377 0.140 1.107 1.376 1.643
beta0_black[11] 3.466 0.172 3.137 3.467 3.797
beta0_black[12] 4.852 0.194 4.476 4.852 5.231
beta0_black[13] 0.247 0.187 0.011 0.206 0.694
beta0_black[14] 2.990 0.179 2.631 2.992 3.328
beta0_black[15] 1.412 0.170 1.088 1.410 1.748
beta0_black[16] 4.250 0.183 3.878 4.251 4.595
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.426 1.598 -6.419 -1.982 -0.520
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.922 0.920 36.817 39.097 40.205
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.258 0.201 -0.649 -0.259 0.134
beta4_black[2] 0.269 0.187 -0.101 0.268 0.630
beta4_black[3] -1.003 0.196 -1.396 -1.003 -0.625
beta4_black[4] 0.492 0.224 0.055 0.488 0.927
beta4_black[5] 0.746 1.660 -1.199 0.446 4.467
beta4_black[6] 0.859 1.502 -0.875 0.505 4.785
beta4_black[7] 0.706 1.465 -1.030 0.420 4.157
beta4_black[8] -0.238 0.313 -0.873 -0.237 0.353
beta4_black[9] 0.963 0.858 -0.201 0.772 3.129
beta4_black[10] 0.058 0.190 -0.310 0.060 0.422
beta4_black[11] -0.717 0.226 -1.163 -0.717 -0.271
beta4_black[12] 0.420 0.341 -0.246 0.422 1.092
beta4_black[13] -1.344 0.218 -1.786 -1.344 -0.926
beta4_black[14] -0.118 0.250 -0.602 -0.121 0.363
beta4_black[15] -0.935 0.230 -1.382 -0.932 -0.487
beta4_black[16] -0.611 0.242 -1.073 -0.615 -0.134
beta0_dsr[11] 1.884 0.170 1.554 1.884 2.215
beta0_dsr[12] 4.985 0.271 4.463 4.977 5.524
beta0_dsr[13] 1.510 0.170 1.179 1.505 1.851
beta0_dsr[14] 2.614 0.181 2.264 2.615 2.974
beta0_dsr[15] 1.331 0.165 1.002 1.334 1.655
beta0_dsr[16] 2.827 0.179 2.478 2.829 3.179
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.676 0.231 0.218 0.678 1.132
beta4_dsr[12] 0.013 0.741 -1.306 -0.053 1.604
beta4_dsr[13] -0.306 0.232 -0.763 -0.307 0.138
beta4_dsr[14] 0.061 0.290 -0.508 0.059 0.648
beta4_dsr[15] 0.832 0.227 0.385 0.831 1.274
beta4_dsr[16] 0.098 0.259 -0.406 0.097 0.609
beta0_slope[11] -1.824 0.169 -2.153 -1.821 -1.492
beta0_slope[12] -4.754 0.251 -5.253 -4.755 -4.264
beta0_slope[13] -1.255 0.173 -1.588 -1.255 -0.918
beta0_slope[14] -2.622 0.187 -2.993 -2.618 -2.268
beta0_slope[15] -1.265 0.173 -1.607 -1.258 -0.939
beta0_slope[16] -2.679 0.178 -3.029 -2.674 -2.346
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.805 0.228 -1.258 -0.804 -0.368
beta4_slope[12] -1.586 0.600 -2.826 -1.568 -0.494
beta4_slope[13] 0.079 0.229 -0.377 0.076 0.534
beta4_slope[14] 0.004 0.275 -0.528 -0.004 0.580
beta4_slope[15] -0.880 0.229 -1.334 -0.879 -0.424
beta4_slope[16] -0.232 0.249 -0.715 -0.232 0.268
beta5_slope[11] 2.679 0.289 2.111 2.672 3.274
beta5_slope[12] -0.197 0.467 -1.114 -0.192 0.694
beta5_slope[13] 1.232 0.273 0.712 1.232 1.759
beta5_slope[14] 4.028 0.520 3.074 4.004 5.082
beta5_slope[15] 1.742 0.283 1.190 1.742 2.283
beta5_slope[16] 2.683 0.355 1.991 2.680 3.388
sigma_H[1] 0.195 0.053 0.097 0.192 0.308
sigma_H[2] 0.172 0.030 0.119 0.170 0.234
sigma_H[3] 0.203 0.044 0.126 0.200 0.297
sigma_H[4] 0.352 0.076 0.224 0.342 0.521
sigma_H[5] 1.031 0.232 0.597 1.021 1.523
sigma_H[6] 0.270 0.183 0.014 0.244 0.688
sigma_H[7] 0.275 0.049 0.194 0.270 0.391
sigma_H[8] 0.437 0.089 0.304 0.426 0.642
sigma_H[9] 0.401 0.078 0.281 0.388 0.588
sigma_H[10] 0.228 0.046 0.149 0.223 0.331
sigma_H[11] 0.277 0.046 0.199 0.273 0.381
sigma_H[12] 0.465 0.174 0.211 0.462 0.799
sigma_H[13] 0.208 0.038 0.143 0.205 0.288
sigma_H[14] 0.466 0.097 0.309 0.455 0.682
sigma_H[15] 0.249 0.041 0.181 0.246 0.337
sigma_H[16] 0.228 0.044 0.155 0.223 0.327
lambda_H[1] 2.996 4.458 0.172 1.528 14.547
lambda_H[2] 8.617 8.295 0.806 6.162 30.359
lambda_H[3] 7.440 10.285 0.292 3.896 33.819
lambda_H[4] 0.008 0.006 0.001 0.007 0.023
lambda_H[5] 2.948 7.667 0.012 0.427 26.051
lambda_H[6] 10.343 14.931 0.017 4.883 49.846
lambda_H[7] 0.017 0.012 0.003 0.014 0.047
lambda_H[8] 8.166 10.277 0.001 4.535 37.620
lambda_H[9] 0.021 0.015 0.004 0.017 0.055
lambda_H[10] 0.414 1.473 0.032 0.198 1.740
lambda_H[11] 0.271 0.400 0.011 0.133 1.302
lambda_H[12] 5.386 6.942 0.241 3.141 25.047
lambda_H[13] 3.667 3.430 0.278 2.711 13.084
lambda_H[14] 3.224 3.869 0.220 2.089 12.314
lambda_H[15] 0.026 0.044 0.003 0.017 0.101
lambda_H[16] 0.872 1.818 0.030 0.312 4.891
mu_lambda_H[1] 4.420 1.877 1.330 4.267 8.390
mu_lambda_H[2] 3.999 1.972 0.730 3.809 8.166
mu_lambda_H[3] 3.587 1.915 0.785 3.276 8.000
sigma_lambda_H[1] 8.708 4.224 2.147 8.119 18.022
sigma_lambda_H[2] 8.691 4.694 1.188 8.105 18.677
sigma_lambda_H[3] 6.493 4.117 1.071 5.609 16.601
beta_H[1,1] 6.854 1.095 4.314 7.014 8.504
beta_H[2,1] 9.879 0.487 8.870 9.895 10.790
beta_H[3,1] 8.027 0.727 6.291 8.105 9.147
beta_H[4,1] 12.376 7.744 -2.257 11.993 28.146
beta_H[5,1] 0.000 3.116 -6.718 0.241 5.688
beta_H[6,1] 4.363 2.766 -3.671 5.092 7.266
beta_H[7,1] 2.459 5.185 -8.408 2.678 11.973
beta_H[8,1] 3.518 10.413 -2.148 1.361 45.772
beta_H[9,1] 13.729 5.265 4.323 13.437 24.574
beta_H[10,1] 7.175 1.716 3.640 7.245 10.579
beta_H[11,1] 5.225 3.448 -2.598 5.993 9.969
beta_H[12,1] 2.591 1.000 0.850 2.519 4.822
beta_H[13,1] 9.029 0.870 7.252 9.112 10.384
beta_H[14,1] 2.130 0.990 0.099 2.151 4.029
beta_H[15,1] -5.838 3.771 -12.520 -6.031 2.346
beta_H[16,1] 4.167 3.030 -0.533 3.676 11.591
beta_H[1,2] 7.900 0.253 7.391 7.899 8.368
beta_H[2,2] 10.034 0.136 9.764 10.035 10.307
beta_H[3,2] 8.955 0.200 8.556 8.957 9.346
beta_H[4,2] 2.437 1.519 -0.594 2.422 5.417
beta_H[5,2] 1.954 1.123 -0.301 1.979 4.069
beta_H[6,2] 6.011 0.852 3.914 6.113 7.392
beta_H[7,2] 2.066 1.002 0.246 2.036 4.218
beta_H[8,2] 2.504 2.503 -7.282 3.094 4.188
beta_H[9,2] 2.831 1.005 0.804 2.855 4.777
beta_H[10,2] 8.136 0.355 7.385 8.153 8.779
beta_H[11,2] 9.746 0.627 8.821 9.627 11.164
beta_H[12,2] 3.953 0.362 3.277 3.946 4.685
beta_H[13,2] 9.137 0.242 8.687 9.129 9.626
beta_H[14,2] 4.045 0.351 3.380 4.043 4.743
beta_H[15,2] 11.314 0.681 9.875 11.349 12.549
beta_H[16,2] 4.682 0.849 3.073 4.667 6.409
beta_H[1,3] 8.551 0.251 8.094 8.542 9.056
beta_H[2,3] 10.103 0.114 9.884 10.102 10.338
beta_H[3,3] 9.644 0.162 9.334 9.640 9.981
beta_H[4,3] -0.847 1.238 -3.058 -0.914 1.810
beta_H[5,3] 4.188 0.753 2.597 4.190 5.733
beta_H[6,3] 7.477 0.916 6.271 7.278 10.045
beta_H[7,3] -2.140 0.671 -3.460 -2.138 -0.797
beta_H[8,3] 5.424 1.174 4.578 5.145 10.060
beta_H[9,3] -1.711 0.717 -3.153 -1.703 -0.310
beta_H[10,3] 8.847 0.295 8.271 8.847 9.427
beta_H[11,3] 8.549 0.287 7.920 8.577 9.045
beta_H[12,3] 5.330 0.308 4.617 5.354 5.850
beta_H[13,3] 8.937 0.179 8.582 8.936 9.289
beta_H[14,3] 5.803 0.277 5.211 5.812 6.320
beta_H[15,3] 10.397 0.320 9.790 10.392 11.037
beta_H[16,3] 6.020 0.878 4.119 6.101 7.483
beta_H[1,4] 8.298 0.177 7.920 8.307 8.632
beta_H[2,4] 10.161 0.118 9.910 10.169 10.377
beta_H[3,4] 10.157 0.161 9.800 10.173 10.440
beta_H[4,4] 11.511 0.434 10.662 11.511 12.359
beta_H[5,4] 6.011 1.018 4.425 5.857 8.356
beta_H[6,4] 7.523 0.656 5.658 7.653 8.398
beta_H[7,4] 8.126 0.324 7.483 8.128 8.769
beta_H[8,4] 6.581 0.445 4.930 6.666 7.058
beta_H[9,4] 6.905 0.388 6.152 6.898 7.690
beta_H[10,4] 7.799 0.263 7.326 7.782 8.353
beta_H[11,4] 9.389 0.200 8.999 9.385 9.789
beta_H[12,4] 7.148 0.217 6.735 7.144 7.582
beta_H[13,4] 9.065 0.148 8.771 9.064 9.342
beta_H[14,4] 7.799 0.214 7.385 7.796 8.229
beta_H[15,4] 9.465 0.243 8.990 9.463 9.956
beta_H[16,4] 9.399 0.288 8.906 9.383 10.001
beta_H[1,5] 8.989 0.147 8.692 8.989 9.275
beta_H[2,5] 10.777 0.092 10.598 10.776 10.971
beta_H[3,5] 10.892 0.168 10.602 10.877 11.257
beta_H[4,5] 8.488 0.403 7.698 8.486 9.296
beta_H[5,5] 5.014 0.840 3.053 5.205 6.280
beta_H[6,5] 8.563 0.471 7.863 8.490 9.836
beta_H[7,5] 6.843 0.311 6.244 6.846 7.463
beta_H[8,5] 8.270 0.368 7.846 8.206 9.499
beta_H[9,5] 8.349 0.386 7.574 8.351 9.079
beta_H[10,5] 10.053 0.251 9.515 10.062 10.541
beta_H[11,5] 11.498 0.231 11.042 11.498 11.964
beta_H[12,5] 8.466 0.195 8.091 8.463 8.868
beta_H[13,5] 10.004 0.126 9.761 10.004 10.258
beta_H[14,5] 9.219 0.224 8.809 9.208 9.687
beta_H[15,5] 11.161 0.244 10.678 11.165 11.632
beta_H[16,5] 9.904 0.190 9.516 9.911 10.259
beta_H[1,6] 10.173 0.184 9.851 10.158 10.601
beta_H[2,6] 11.512 0.109 11.299 11.512 11.732
beta_H[3,6] 10.820 0.157 10.474 10.831 11.105
beta_H[4,6] 12.787 0.709 11.323 12.789 14.159
beta_H[5,6] 6.080 0.752 4.788 6.030 7.758
beta_H[6,6] 8.841 0.509 7.667 8.894 9.573
beta_H[7,6] 9.783 0.517 8.739 9.789 10.836
beta_H[8,6] 9.433 0.515 7.607 9.525 9.986
beta_H[9,6] 8.369 0.630 7.159 8.359 9.612
beta_H[10,6] 9.533 0.319 8.860 9.551 10.095
beta_H[11,6] 10.815 0.354 10.019 10.846 11.434
beta_H[12,6] 9.371 0.255 8.880 9.360 9.893
beta_H[13,6] 11.045 0.160 10.758 11.036 11.381
beta_H[14,6] 9.813 0.274 9.276 9.813 10.338
beta_H[15,6] 10.848 0.433 10.025 10.848 11.681
beta_H[16,6] 10.543 0.253 10.032 10.549 11.022
beta_H[1,7] 10.837 0.837 8.836 10.907 12.310
beta_H[2,7] 12.208 0.435 11.275 12.214 13.040
beta_H[3,7] 10.600 0.655 9.042 10.676 11.678
beta_H[4,7] 2.751 3.587 -4.149 2.652 10.154
beta_H[5,7] 7.061 2.690 2.504 6.819 13.185
beta_H[6,7] 9.371 1.726 6.212 9.366 12.488
beta_H[7,7] 10.865 2.582 5.749 10.935 15.936
beta_H[8,7] 11.293 2.068 9.324 10.945 18.711
beta_H[9,7] 4.709 3.191 -1.701 4.787 10.907
beta_H[10,7] 9.806 1.456 7.198 9.724 12.915
beta_H[11,7] 10.999 1.724 7.768 10.888 14.906
beta_H[12,7] 10.090 0.867 8.260 10.142 11.604
beta_H[13,7] 11.682 0.748 9.911 11.762 12.870
beta_H[14,7] 10.339 0.947 8.225 10.396 12.045
beta_H[15,7] 11.964 2.270 7.524 11.949 16.377
beta_H[16,7] 12.361 1.361 10.068 12.157 15.465
beta0_H[1] 8.641 12.929 -17.389 8.590 34.574
beta0_H[2] 10.478 6.430 -3.106 10.652 22.385
beta0_H[3] 9.859 9.108 -8.821 9.753 28.305
beta0_H[4] 4.629 162.246 -314.343 6.807 332.599
beta0_H[5] 5.331 39.705 -77.082 4.665 91.783
beta0_H[6] 6.265 32.398 -52.982 7.611 58.699
beta0_H[7] 3.842 120.137 -243.608 3.328 242.335
beta0_H[8] 1.223 97.783 -128.864 6.315 53.078
beta0_H[9] 6.040 105.979 -217.130 6.676 223.416
beta0_H[10] 8.920 33.341 -56.063 8.168 76.837
beta0_H[11] 9.765 48.907 -97.332 9.886 113.429
beta0_H[12] 6.752 10.860 -13.182 6.689 27.708
beta0_H[13] 9.788 11.652 -9.943 9.785 31.399
beta0_H[14] 6.976 11.149 -16.280 6.995 29.621
beta0_H[15] 2.407 106.510 -215.281 2.025 218.676
beta0_H[16] 8.270 30.632 -55.001 8.476 72.121